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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4626
BEAT: Tokenizing and Generating Symbolic Music by Uniform Temporal Steps
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1814
TimeSpot: Benchmarking Geo-Temporal Understanding in Vision–Language Models in Real-World Settings
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3903
Proteus: Lookup-Free Trellis-Coded Quantization by Lattice-Breaking Compute Codes for 2-Bit LLMs
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #810
TOM-SWE: User Mental Modeling For Software Engineering Agents
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4211
Characterizing Agents in Production
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #902
Faults in Our Formal Benchmarking: Dataset Defects and Evaluation Failures in Lean Theorem Proving
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1214
SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1308
LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1300
MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3512
Towards A Generative Protein Evolution Machine with DPLM-Evo
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1209
SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3614
Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1815
Towards Diverse Scientific Hypothesis Search with Large Language Models
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2403
STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1302
MADE: Benchmark Environments for Closed-Loop Materials Discovery
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1104
When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1211
Scaling Laws of Global Weather Models
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1203
PINNfluence: Interpreting PINNs through Influence Functions
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1204
PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1112
Training Diffusion Language Models for Black-Box Optimization
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1115
Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1107
Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1103
When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1113
Towards Sub-second Biological Foundation Model Infrastructure: A Quantized Consistency Diffusion Framework for Molecular Docking
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2202
DecAEvolve: Decompose, Adapt, and Evolve for Effective LLM-based Scientific Equation Discovery
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1200
MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1205
Position: LLM for Physics Research Requires Domain-Specialized Training and Tooling
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1411
Deliberate Evolution: Agentic Reasoning for Sample-Efficient Symbolic Regression with LLMs
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1312
Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1413
Di-BiLPS: Denoising induced Bidirectional Latent-PDE-Solver under Sparse Observations
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1304
Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1407
CARD: Coarse-to-fine Autoregressive Modeling with Radix-based Decomposition for Transferable Free Energy Estimation
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1213
Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1215
StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1303
Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1416
FRIGID: Scaling Diffusion-Based Molecular Generation from Mass Spectra at Training and Inference Time
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1210
STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1402
A Geometric Lens on Physics-Aligned Data Compression
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1405
Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3612
ANTiC: Adaptive Neural Temporal In Situ Compressor
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1301
MMClima: A Framework for Multimodal Climate Science Data and Evaluation
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1307
LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1406
BioDynaSpec: Harmonic-Guided Spatio-Spectral Autoregressive Diffusion for Protein Dynamics Generation
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4514
Position: Temporal Measurement Interval Determines Computational and Model Complexity in Single-Cell Perturbation Analysis
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1208
Residual-Guided Multi-Resolution Refinement of Foundation Models: A Case Study in Drought Forecasting
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1403
AutoMat: Physics-Guided Agentic Reasoning for Solving Ill-Posed Inverse Microscopy Problems
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3508
Origo: Interpretable Multi-physics PDE Foundation Model through Neural Operator Splitting
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1408
ClimateAR: Multi-Scale Autoregressive Generative Modeling for Climate Forecasting
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1105
Walrus: A Cross-domain Foundation Model for Continuum Dynamics
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2402
Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
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OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1412
Derivative Informed Learning of Exchange-Correlation Functionals
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2411
GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1309
Interpretability and Generalization Bounds for Learning Spatial Physics
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1201
Mitigating Gradient Pathology in PINNs through Aligned Constraint
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1401
A Dirac-Frenkel-Onsager principle: Instantaneous residual minimization with gauge momentum for nonlinear parametrizations of PDE solutions
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1311
Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1314
FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1410
Contrastive Geometric Learning Unlocks Unified Structure- and Ligand-Based Drug Design
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1313
From Feasible to Practical: Pareto-Optimal Synthesis Planning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1310
Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1108
UniDrag: Unified Multi-Field Prediction and Robust Shape Optimization for Vehicle Aerodynamics
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1111
Two-Parameter Flows for Learning Population Dynamics of Physical Systems
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1110
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1414
EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D PDEs
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1404
Autoregressive Boltzmann Generators
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1305
Learning Permutation-invariant Macroscopic Dynamics
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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1306
Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1207
Proximal Splitting Methods for Hybrid Differentiable Models
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1315
FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1109
Unbiased and Second-Order-Free Training for High-Dimensional PDEs
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1206
Position: Significant impact of numerical precision in scientific machine learning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1114
Topology-Preserving Neural Operator Learning via Hodge Decomposition
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1212
SeisMark: A Large-Scale Open Benchmark for Robust 3D Seismic Fault Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1400
A Cartesian-3j Framework for Machine Learning Interatomic Potentials
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1409
CocoRNA: Collective RNA Design with Cooperative Multi-agent Reinforcement Learning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1202
Neuro-Symbolic AI for Analytical Solutions of Differential Equations
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1106
WFR-MFM: One-Step Inference for Dynamic Unbalanced Optimal Transport
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1102
$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #910
SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1100
Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1707
Multimodal Fact-Level Attribution for Verifiable Reasoning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #912
SMD: Multi-view Safety-Critical Driving Video Generation in the Real-world Domain
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1003
CADFit: Precise Mesh-to-CAD Program Generation with Hybrid Optimization
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #906
Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2404
ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Recognition
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2808
Selecting Samples on Graphs: A Unified Dataset Pruning Framework for Lossless Training Acceleration
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1002
Breaking Manifold Continuity: Vector Quantized Modeling for Real-Centric Deepfake Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #905
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1101
Adaptive Token Refinement in Long-Tailed Large Vision-Language Models Fine-Tuning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1005
Detached Skip-Links and $R$-Probe: Decoupling Feature Aggregation from Gradient Propagation for MLLM OCR
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #911
Sample Margin-Aware Recalibration of Temperature Scaling
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3102
Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #907
Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3001
FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #107
Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1007
EmWorld: Emotion World Model with Latent State Evolution for Scenario-Incremental Dynamic Facial Expression Recognition
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1012
LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1001
Blocking the Leakage: Manifold-Aware Gradient Projection for Long-Horizon Test-Time Adaptation
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1014
MAC-NeRF: Motion-Aware Curriculum Learning for Dynamic LiDAR NeRFs
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4007
Hyper-LLaVA: Hyperbolic Uncertainty-aware Modality-Balanced Routing for Multimodal Continual Instruction Tuning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1004
CODiff: One-Step Diffusion Model for Camouflaged Object Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #913
Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1011
Learnability-Driven Knowledge Assimilation for Class-Incremental Semantic Segmentation
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3606
Beyond Logits: Coherent Hallucination Mitigation via Attention Contrastive Decoding
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #909
TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #904
Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #815
Position: AI for Science Should Treat Measurement-to-Dataset Pipelines as Inference Components
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #901
Reinforcement Learning for Tool-Calling Agents in Fast Healthcare Interoperability Resources (FHIR)
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #809
SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3600
Reinforcing Real-world Service Agents: Balancing Utility and Cost in Task-oriented Dialogue
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3514
Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #801
DiscoverLLM: From Executing Intents to Discovering Them
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1812
TG-RAG: A Retrieval-Augmented Framework for Reasoning Guidance in Specialized Domains
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #805
Position: Natural Language Should Not Fully Replace Formal Languages
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1501
Unraveling Syntax: Language Modeling and the Substructure of Grammars
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2103
KBQA-R1: Reinforcing Large Language Models for Knowledge Base Question Answering
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2104
Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2307
BESPOKE: Benchmark for Search-Augmented Large Language Model Personalization via Diagnostic Feedback
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #900
SoftMatcha 2: A Fast and Soft Pattern Matcher for Trillion-Scale Corpora
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2300
Closing the Expression Gap in LLM Instructions via Socratic Questioning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #804
MARS-SQL: A Multi-Agent Reinforcement Learning Framework For Text-To-SQL
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2115
From Diagrams to Code: Multilingual Programming with Visual Design
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #812
Unlocking Speech–Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #303
SWE-IF: Aligning Code Evaluation with Human Preference
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #803
IAPO: Information-Aware Policy Optimization for Token-Efficient Reasoning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #800
Beyond Literal Translation: Evaluating Cultural Effectiveness in Social Media UGC
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #813
XPERT: Expert Knowledge Transfer for Effective Training of Language Models
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #806
Position: Text Embeddings Should Capture Implicit Semantics, Not Just Surface Meaning
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #807
Position: Towards Responsible Evaluation for Text-to-Speech
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #802
GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
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Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #808
SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
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Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1900
Rewiring Experts on the Fly: Continuous Rerouting for Better Online Adaptation in Mixture-of-Expert Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2708
Conditional Equivalence of DPO and RLHF: Assumptions, Failure Modes, and Provable Alignment
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #811
Topological Active Inference for Task Disambiguation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #814
Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #516
Model-Based Diffusion Sampling for Predictive Control in Offline Decision Making
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #601
Hierarchical Policy Learning via Spectral Decomposition
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #614
Making Learner Weakness Actionable for Learning from Demonstration with Novice Teachers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #714
CoIRL-AD: Collaborative-Competitive Imitation-Reinforcement Learning in Latent World Models for Autonomous Driving
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #710
DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #616
MoSA: Motion-constrained Stress Adaptation for Mitigating Real-to-Sim Gap in Continuum Dynamics via Learning Residual Anisotropy
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #411
Sparse ActionGen: Accelerating Diffusion Policy with Real-time Pruning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #715
Characterizing Vision-Language-Action Models across XPUs: Constraints and Acceleration for On-Robot Deployment
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #512
NavOL: Navigation Policy with Online Imitation Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #500
STEP: Warm-Started Visuomotor Policies with Spatiotemporal Consistency Prediction
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #709
Demystifying Action Space Design for Robotic Manipulation Policies
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #615
Mixture of Horizons in Action Chunking
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #401
Scalable and General Whole-Body Control for Cross-Humanoid Locomotion
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #514
Move-Then-Operate: Behavioral Phasing for Human-Like Robotic Manipulation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #501
SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #506
PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #513
N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #610
Learning to Move Before Learning to Do: Task-Agnostic pretraining for VLAs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #503
Recovering Hidden Reward in Diffusion-Based Policies
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #702
FocalPolicy: Frequency-Optimized Chunking and Locally Anchored Flow Matching for Coherent Visuomotor Policy
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #604
LIMMT: Less Is More for Motion Tracking
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #404
SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #611
Learning to Reconfigure: Configuration-Control Co-optimization of Reconfigurable Robots for Heterogeneous Locomotion
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #510
Neural Control: Adjoint Learning Through Equilibrium Constraints
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #402
Scaling Real-World Robot Policy Evaluation via Discrete Diffusion World Model
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #410
SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-Body Manipulation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #712
CorrectionPlanner: Self-Correction Planner with Reinforcement Learning in Autonomous Driving
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #707
Dynamics Are Learned, Not Told: Semi-Supervised Discovery of Latent Dynamics Geometries For Zero-Shot Policy Adaptation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #408
Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #701
Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #704
EnsembleVLA: Ensemble Learning for Vision-Language Action Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #609
Learning Human-Robot Collaboration via Heterogeneous-Agent Lyapunov Policy Optimization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #412
Turning Adaptation into Assets: Cross-Domain Bridging for Online Vision-Language Navigation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #608
Learning High-Frequency Continuous Action Chunks in Latent Space
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #405
See What Matters: Differentiable Grid Sample Pruning for Generalizable Vision-Language-Action Model
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1009
FoundObj: Self-supervised Foundation Models as Rewards for Label-free 3D Object Segmentation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #504
ReLAM: Learning Anticipation Model for Rewarding Visual Robotic Manipulation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #406
Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #713
Contrastive Representation Regularization for Vision-Language-Action Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #700
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #706
ERGeoBench: A Comprehensive Benchmark for Embodied Reasoning and Geo-localization in Multimodal Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #413
UniMapping: Unified SLAM Framework for Map-Centric Embodied Perception
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #603
LARA: Latent Action Representation Alignment for Vision-Language-Action Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #605
LaST$_{0}$: Latent Spatio-Temporal Chain-of-Thought for Robotic Vision-Language-Action Model
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #302
Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #403
Scaling by Diversified Experience for Vision-Language-Action Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3604
UniJEPA: Enhancing Robot Policy via Unified Continuous and Discrete Representation Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #716
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4105
LAST: Bridging Vision-Language and Action Manifolds via Gromov-Wasserstein Alignment
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #407
Self-CriTeach: LLM Self-Teaching and Self-Critiquing for Improving Robotic Planning via Automated Domain Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #509
OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #409
SkillNet: Hierarchical Skill Modeling for Compositional Generalization in Vision-Language Action Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #703
FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #502
RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3511
GeoMoLa: Geometry-Aware Motion Latents for Learning Robust Manipulation Policies
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #511
NeurVLA: Unleashing Failure-Handling Capability of Vision-Language-Action Models via Neural-Symbolic Reasoning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #914
One Model to Translate Them All: Universal Any-to-Any Translation for Heterogeneous Collaborative Perception
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4009
VLAW: Iterative Co-Improvement of Vision-Language-Action Policy and World Model
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #505
RDT2: Exploring the Scaling Limit of UMI Data Towards Zero-Shot Cross-Embodiment Generalization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #705
Embodied Interpretability: Linking Causal Understanding to Generalization in Vision-Language-Action Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #600
HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #816
Bring My Cup! Personalizing Vision-Language-Action Models with Visual Attentive Prompting
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #613
MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #607
Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #602
LAGEA: Language Guided Embodied Agents for Robotic Manipulation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #400
SafeDec: Constrained Decoding for Safe Autoregressive Generalist Robot Navigation Policies
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3911
Instruction Decomposition and Action Alignment for Vision-Language Navigation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #612
MVISTA-4D: View-Consistent 4D World Model with Test-Time Action Inference for Robotic Manipulation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #515
Motion Planning in Compressed Representation Spaces
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3917
Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2712
Step-Resolved Data Attribution for Looped Transformers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2615
Characterizing the Predictive Impact of Modalities with Supervised Latent-Variable Modeling
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2713
Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2211
Eigenvectors of Experts are Training-free Non-collapsing Routers
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4313
ePC: Fast and Deep Predictive Coding in Digital Simulation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3513
OLion: Approaching the Hadamard Ideal by Intersecting Spectral and L inf Implicit Biases
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2807
SPLIT-VLM: Salience-Guided Partitioning towards Local Coverage for Importance-Aware Token Dropping in Vision-Language Models
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2809
TetraJet-v2: Accurate NVFP4 Training for Large Language Models with Oscillation Suppression and Outlier Control
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2904
Activation-Free Backbones for Image Recognition: Polynomial Alternatives within MetaFormer-Style Vision Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2100
Least-Loaded Expert Parallelism: Load Balancing An Imbalanced Mixture-of-Experts
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3912
GradPower: Powering Gradients for Faster Language Model Pre-Training
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2806
Position: Quantum Deep Learning Still Needs a Quantum Leap
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2901
Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2803
PRISM: Distribution-free Adaptive Computation of Matrix Functions for Accelerating Neural Network Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3603
Scaling depth capacity via zero/one-layer model expansion
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2903
Advancing SVD-based LLM Compression via Layer-Wise Error Model Search
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2116
Fine-Tuning of Transformer models with Frames
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2800
From Per-Image Low-Rank to Encoding Mismatch: Rethinking Feature Distillation in Vision Transformers
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1614
HypCL: Adapting CLIP in Hyperbolic Space for Continual Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2400
Rooted Absorbed Prefix Trajectory Balance with Submodular Replay for GFlowNet Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2811
WBMM: Windowed Batch Matrix Multiplication for Efficient Large Receptive Field Convolution
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2802
OmniMoE: An Efficient MoE by Orchestrating Atomic Experts at Scale
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3707
Controlled LLM Training on Spectral Sphere
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1706
dTRPO : Trajectory Reduction in Policy Optimization of Diffusion Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1015
MFH-NAS:A Hybrid Neural Architecture Search Framework for Multimodal Fusion Object Detection
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2309
Automatic Pruning Discovery for Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3700
GradientStabilizer: Fix the Norm, Not the Gradient
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3605
PRAC: Principal-Random Subspace for LLM Activation Compression and Memory-Efficient Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2902
Caracal: Causal Architecture via Spectral Mixing
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2801
IO-Adam: Rethinking Memory-Efficient Adaptive Optimizers from Gradient Computation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2805
Per-example Gradients: a New Frontier for Understanding and Improving Optimizers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2900
DecFus: Decentralized Layer-wise Fusion with Dynamic Exploration and Exploitation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2010
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2201
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2804
Path-conditioned training: a principled way to rescale ReLU neural networks
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2106
Hybrid Policy Distillation for LLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3705
LoRDO: Distributed Low-Rank Optimization with Infrequent Communication
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4014
Statistically Calibrated Scaling for Token Merging in Transformers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #908
TGV-KV: Text-Grounded KV Eviction for Vision-Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2605
Seeing Without Understanding: Disentangling Perception, Reasoning, and Simulation in VLM Gameplay
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2710
Balancing Understanding and Generation in Discrete Diffusion Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2600
Model-Dowser: Data-Free Importance Probing to Mitigate Catastrophic Forgetting in Multimodal Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3906
Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2702
Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2604
ScDiVa: Masked Discrete Diffusion for Joint Modeling of Single-Cell Identity and Expression
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2606
TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #415
Foundation Inference Models for Ordinary Differential Equations
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2610
When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2607
Uncovering Grounding IDs: How External Cues Shape Multi-Modal Binding
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2608
Understanding Reasoning Collapse in LLM Agent Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2709
BioToken and BioFM – Biologically-Informed Tokenization Enables Accurate and Efficient Genomic Foundation Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2602
Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4615
Preconditioning Neural Tangent Kernel for Adaptive Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2601
Model-Preserving Adaptive Rounding
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2704
Hierarchical Procedural Meta-Reasoning for Generalizable Multimodal Agents
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2707
From Noise to Intent: Anchoring Generative VLA Policies with Residual Bridges
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1000
AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in Unified Multimodal Models via Decompositional Verifiable Reward
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2603
Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2703
Interpretable Discovery of One-parameter Subgroups: A Modular Framework for Elliptical, Hyperbolic, and Parabolic Symmetries
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3704
Prompt Estimation from Prototypes for Federated Prompt Tuning of Vision Transformers
[
Slides]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1907
R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model?
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2706
GePBench: Evaluating Fundamental Geometric Perception for Multimodal Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2711
Attentive Multi-Layer Fusion for Vision Transformers
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2815
HilbertA: Hilbert-Curve–Aligned Sparse Attention for 2D Structured Data
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2509
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3509
Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2613
CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2507
Motion-Aware Caching for Efficient Autoregressive Video Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1006
DiffStyle3D: Consistent 3D Gaussian Stylization via Attention Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2506
NaviCache: Test-Time Self-Calibration Caching for Video Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2401
Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2504
One-Step Residual Shifting Diffusion for Image Super-Resolution via Distillation
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2513
Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2508
MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2616
CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2512
VideoGPA: Distilling Geometry Priors for 3D-Consistent Video Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2614
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2501
ProtoVAR: Efficient Dataset Distillation via Prototype-Guided Visual Autoregressive Modeling
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2511
DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2407
TransLight: Image-Guided Customized Lighting Control with Generative Decoupling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3607
CameraNoise: Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2405
Training-Free Rate-Distortion-Perception Traversal With Diffusion
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3817
Best of Both Worlds: Multimodal Reasoning and Generation via Unified Discrete Flow Matching
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3910
Meta Flow Maps enable scalable reward alignment
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2502
Gradient Preconditioning for Efficient and Reliable Reward-Guided Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2515
Conf-Gen: Conformal Uncertainty Quantification for Generative Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3611
Opportunistic Expert Activation: Batch-Aware Expert Routing for Faster Decode Without Retraining
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3506
$f$-Trajectory Balance: A Loss Family for Tuning GFlowNets, Generative Models, and LLMs with Off- and On-Policy Data
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2510
Esoteric Language Models: A Family of Any-Order Diffusion LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2503
Phase-Type Variational Autoencoders for Heavy-Tailed Data
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2612
Anytime Safe PAC Efficient Reasoning
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2500
RACER: Risk-Aware Calibrated Efficient Routing for Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2514
Conflict-Aware Additive Guidance for Flow Models under Compositional Rewards
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2700
MoST: Mixing Speech and Text with Modality-Aware Mixture of Experts
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3602
Value-as-Return: A Two-Stage Framework to Align on the Optimal Score Function
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2406
Routing by Reaching: Composition of Pre-trained GFlowNets for Multi-Objective Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1013
Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3715
Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2611
Ambient Dataloops: Generative Models for Dataset Refinement
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2409
d2: Improving Reasoning in Diffusion Language Models via Trajectory Likelihood Estimation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2408
Visual Implicit Autoregressive Modeling
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4605
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3117
Hallucination Detection from Structural Reasoning Model
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1715
Towards Understanding Modality Interaction in Multimodal Language Models via Partial Information Decomposition
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4213
BRIDGE: Predicting Human Task Completion Time From Model Performance
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #708
BEAR: Dissecting Embodied Abilities in Multimodal Language Models through Skill-level Evaluation and Diagnosis
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2005
Maximizing Mutual Information Between Prompt and Response Improves LLM Performance With No Additional Data
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1712
Training–Inference Consistent Segmented Execution for Long-Context LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1801
SHINE: A Scalable In-Context Hypernetwork for Mapping Context to LoRA in a Single Pass
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2000
Less is More: Geometric Unlearning for LLMs with Minimal Data Disclosure
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2208
Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2311
AdaGC: Enhancing LLM Pretraining Stability via Adaptive Gradient Clipping
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2209
Efficient Parallel Samplers for Recurrent-Depth Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2816
SALE : Low-bit Estimation for Efficient Sparse Attention in Long-context LLM Prefilling
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2013
NaRA: Noise-Aware LoRA for Parameter-Efficient Fine-Tuning of Diffusion LLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3510
Guided Star-Shaped Masked Diffusion
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1709
Integrated Episodic and Semantic Memory via Modulating Transformer FeedForward Layers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1705
video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1811
Swift-SVD: Theoretical Optimality Meets Practical Efficiency in Low-Rank LLM Compression
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4016
Escaping Mode Collapse in LLM Generation via Geometric Regulation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2207
Effective MoE-based LLM Compression by Exploiting Heterogeneous Inter-Group Experts Routing Frequency and Information Density
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1905
RaBiT: Residual Aware Binarization Training for Accurate and Efficient LLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #108
LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2810
Unveiling the Potential of Quantization with MXFP4: Strategies for Quantization Error Reduction
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3706
Efficient Multi-round LLM Inference over Disaggregated Serving
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1810
Stabilizing Native Low-Rank LLM Pretraining
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2114
From Growing to Looping: A Unified View of Iterative Computation in LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2002
Low-cost Full Fine-tuning: Learning What to Update for LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4013
Retrieval-Aware Distillation for Transformer-SSM Hybrids
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2014
NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2206
Diffract: Spectral View of LLM Domain Adaptation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2102
LIFT: A Novel Framework for Enhancing Long-Context Understanding of LLMs via Long Input Fine-Tuning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2015
OBCache: Optimal Brain KV Cache Pruning for Efficient Long-Context LLM Inference
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2813
Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2303
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1913
ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2105
Inner-layer Token Self-modulation as Another Scaling Axis for LLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2107
How to Train Your Advisor: Steering Black-Box LLMs with Advisor Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4604
Swordsman: Entropy-Driven Adaptive Block Partition for Efficient Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4600
Milestone-Guided Policy Learning for Long-Horizon Language Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #903
Decompose, Structure, and Repair: A Neuro-Symbolic Framework for Autoformalization via Operator Trees
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #208
Adversarial Training for Process Reward Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1914
On the Plasticity and Stability for Post-Training Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1816
Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1808
Smaller Models are Natural Explorers for Policy-Level Diversity in GRPO
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1711
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #606
LangForce: Bayesian Decomposition of Vision Language Action Models via Latent Action Queries
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2004
Model Merging Scaling Laws in Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1807
Shrinking the Variance: Shrinkage Baselines for Reinforcement Learning with Verifiable Rewards
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2007
Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #307
Escaping the Mode: Multi-Answer Reinforcement Learning in LMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1903
Representational Curvature Modulates Behavioral Uncertainty in Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2110
Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Model
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #202
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2413
Don't Force the Fit: Bounded Log-Likelihood Loss for Enhanced Reasoning in Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2310
AutoRAS: Learning Robust Agentic Systems with Primitive Representations
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2203
Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1902
Reuse your FLOPs: Scaling RL on Hard Problems by Conditioning on Very Off-Policy Prefixes
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1806
Self-Prophetic Decoding to Unlock Visual Search in LVLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #309
Clipping Low-Probability Tokens in SFT Yields a Generalizable Initialization for RL
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1906
RLIE: Rule Generation with Logistic Regression, Iterative Refinement, and Evaluation for Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2210
Efficient numeracy in language models through single-token number embeddings
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1607
Harnessing Non-Adversarial Robustness in Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2205
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1803
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2006
Maximum Likelihood Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2109
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1802
SMILE: Extended Deep Submodular Function-Based Instruction and In-context Learning Demonstration Selection
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4005
Reinforcement-aware Knowledge Distillation for LLM Reasoning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2302
Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1813
ThetaEvolve: Test-time Learning on Open Problems
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1714
Train Once, Reuse Everywhere: Generalizable Implicit ICL by Routing Attention
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4602
WaterSIC: information-theoretically (near) optimal linear layer quantization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3204
BLOCK-EM: Preventing Emergent Misalignment via Latent Blocking
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2313
AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4417
AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1809
SpecExit: Accelerating Large Reasoning Model via Speculative Exit
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2214
FAIR-Calib: Frontier-Aware Instability-Reweighted Calibration for Post-Training Quantization of Diffusion Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #300
Reward Under Attack: Analyzing the Robustness and Hackability of Process Reward Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2907
INDEXGUARD: Index-only Backdoor Vetting for Secure Federated PEFT of Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2306
BRIDGE: Triangular Fixed-Point Refinement for Long-Horizon Persona Consistency
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1804
SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2111
Gradient Regularization Mitigates Reward Hacking in Reinforcement Learning from Human Feedback and Verifiable Rewards
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2314
AICrypto: Evaluating Cryptography Capabilities of Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1901
Reward Auditor: Inference on Reward Modeling Suitability in Real-World Perturbed Scenarios
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2113
Future-Gain Guided Test-Time Learning for Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2415
$R^3$DAO: Reactive Recovery and Reconstruction for Long-horizon Data Agent Orchestration
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #201
Unleashing Implicit Rewards: Prefix-Value Learning for Distribution-Level Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1800
SD-MoE: Spectral Decomposition for Effective Expert Specialization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1908
Progressive Cramming: Reliable Token Compression and What It Reveals
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2003
MAPS: Memory-Aware Predictive Scheduling Framework for Large Language Model Serving
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3003
Helpful to a Fault: Measuring Illicit Assistance in Multi-Turn, Multilingual LLM Agents
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #915
OmniFit: Bridging Modalities via Layer-Adaptive Token Compression for Omnimodal Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2308
BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2016
On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4012
Scaling Agentic Verifier for Competitive Coding
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2011
Multi-Head Attention as a Source of Catastrophic Forgetting in MoE Transformers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2112
Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2212
Endogenous Resistance to Activation Steering in Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3916
Weasel: Out-of-Domain Generalization for Web Agents via Importance-Diversity Data Selection
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2301
Chiral Symmetry Breaking in Transformers: A Group-Equivariant Framework for Addressing the Reversal Curse via Adjoint Manifold Mappings
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1912
Pessimistic Verification for Open-Ended Math Questions
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1708
Variational Speculative Decoding: Rethinking Draft Training from Token Likelihood to Sequence Acceptance
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1915
On the Limits of Test-Time Compute: Sequential Reward Filtering for Better Inference
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1805
SafeSci: Safety Evaluation of Large Language Models in Science Domains and Beyond
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2304
Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1904
Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1713
Training AI Co-Scientists Using Rubric Rewards
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3507
HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark?
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2315
$\texttt{Multi}^2$: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2716
Seeing is Understanding: Unlocking Causal Attention into Modality-Mutual Attention for Multimodal LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2701
MixtureVitae: Open Web-Scale Pretraining Dataset With High Quality Instruction and Reasoning Data Built from Permissive-First Text Sources
[
Slides]
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3017
Beyond Gemini-3-Pro: Revisiting LLM Routing and Aggregation at Scale
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2305
Cache Coherent Resampling for Efficient Test Time Scaling in LLM Reasoning via Adaptive Sequential Monte Carlo
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3609
QEDBench: Quantifying the Alignment Gap in Automated Evaluation of University-Level Mathematical Proofs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3808
LARFT: Closing the Cognition-Action Gap for Length Instruction Following in Large Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4603
SLAE: Strictly Local All-atom Environment for Protein Representation
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1602
Multimodal Function Vectors for Visual Relations
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1600
Grounding Functional Similarity by Invariance-Aware Model Stitching
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4017
MetaPerch: Learning from metadata for bioacoustics foundation models
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4103
MultiLoReFT: Decoupling Shared and Modality-Specific Subspaces in Multimodal Learning via Low-Rank Representation Fine-Tuning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4006
Amortized Maximum Inner Product Search with Learned Support Functions
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1606
Latent Reasoning in TRMs is Secretly a Policy Improvement Operator
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1605
Variational Adapter for Cross-modal Similarity Representation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1702
Detecting the Semantic Fixed Point: A Geometric Framework for Efficient Inference
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1704
Capacity-Agnostic Parameter Isolation for Continual Graph Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1601
LLM-based Embeddings: Attention Values Encode Sentence Semantics Better Than Hidden States
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1703
Denoising without Diffusion: Fixed-Noise Denoiser Anomaly Detection in Tabular Data
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1603
SURGE: Surrogate Gradient Adaptation in Binary Neural Networks
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3615
Neuro-Fuzzy Concept Learning for Interpretable Large Multimodal Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2410
DANCE: Dynamic, Available, Neighbor-gated Condensation for Federated Text-Attributed Graphs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4104
ModernVBERT: Towards Smaller Visual Document Retrievers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1700
GRAPE: Let GRPO Supervise Query Rewriting by Ranking for Retrieval
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1701
FG-CLIP 2: A Bilingual Fine-grained Vision-Language Alignment Model
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1010
JANUS-LORA: A Balanced Low-Rank Adaptation for Continual Learning
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4106
HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4015
Robustifying Vision-Language Models via Test-Time Prompt Adaptation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1604
TabularBERT: Binning-Based Self-Supervised Learning for Tabular Representation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1710
TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #310
TimeOmni-VL: Unified Models for Time Series Understanding and Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #316
Mantis: Lightweight Foundation Model for Time Series Classification
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4101
Hi-Time: Hierarchical Latent Prediction for Multivariate Time Series Classification
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1512
Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #313
Rethinking Multimodal Time-Series Forecasting Evaluation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1613
Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #314
One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1612
Byte Pair Encoding for Efficient Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4000
You Can Learn Tokenization End-to-End with Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #312
Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #311
TimeMRA: LLM-Empowered Time Series Forecasting via Multi-Scale Retrieval-Augmented Representations
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1616
MuonSSM: Orthogonalizing State Space Models for Sequence Modeling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1513
Taming the Recent-Data Bias: Towards Robust Time Series Forecasting with Global Context
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1515
See More, Forecast Better and Faster: Enhancing Time Series Foundation Models via Inference-Time Plug-and-Play Downsampling
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #416
HELIX: Hybrid Encoding with Learnable Identity and Cross-dimensional Synthesis for Time Series Imputation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2609
Universal Redundancies in Time Series Foundation Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #315
MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1611
Divide and Contrast: Learning Robust Temporal Features without Augmentation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1516
One Batch Is Enough: A Unified Dataset Condensation Framework for General Time Series Analysis
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1916
On the "Induction Bias" in Sequence Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4100
Winformer: Transcending Pairwise Similarity for Time-series Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1514
StretchTime: Adaptive Time Series Forecasting via Symplectic Attention
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #317
Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1615
IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3702
Gradient Descent as a Perceptron Algorithm: Understanding Dynamics and Implicit Acceleration
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1505
On the Theoretical Limitations of Embedding-based Link Prediction
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3708
Exploiting weight-space symmetries for approximating curvature
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #508
On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3500
Local Hessian Spectral Filtering for Robust Intrinsic Dimension Estimation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4215
Efficient Inference for Noisy LLM-as-a-Judge Evaluation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #308
FormalRx: Rectify and eXamine Semantic Failures in Autoformalization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2213
Evaluating Robustness of Reasoning Models on Parameterized Logical Problems
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4114
STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4113
When Can We Trust Survival Model Evaluation ?
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4115
SEDRAS: Symbolically Evaluated Deep Research And Science
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3109
MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4214
CiteGuard: Conformal False-Discovery Control for Faithful Retrieval-Augmented Generation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4102
Conditional Quantile Adjusted Conformal Prediction for Time Series
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3217
Attributed Network Alignment: Statistical Limits and Efficient Algorithm
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4001
Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1609
TRACER: Persistent Regularization for Robust Multimodal Finetuning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2917
Convergence Rate of the Last Iterate of Stochastic Proximal Algorithms
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3902
An Approximation Algorithm for Graph Label Selection
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3813
Problem Distributions as Tasks: Repurposing Meta Learning for Generative Combinatorial Optimization towards Multi-task Pretraining and Adaptation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3816
Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3901
Conformal Prediction for Early Stopping in Mixed Integer Optimization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3810
PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3802
Evolving Interdependent Operators with Large Language Models for Multi-Objective Combinatorial Optimization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4003
RouteFinder: Towards Foundation Models for Vehicle Routing Problems
[
Slides]
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3811
PoMtVRS: Preference-Optimized Multi-Task Vehicle Routing Solver with Preference Gating
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3801
Dynamic Stratified Contrastive Learning with Upstream Augmentation for MILP Branching
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3703
ECCO: Evidence-Driven Causal Reasoning for Compiler Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3709
A General Neural Backbone for Mixed-Integer Linear Optimization via Dual Attention
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3714
Towards Optimal Robustness in Learning-Augmented Paging
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3806
Learning-Augmented Scalable Linear Assignment Problem Optimization via Neural Dual Warm-Starts
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3809
Neural QAOA$^2$: Differentiable Joint Graph Partitioning and Parameter Initialization for Quantum Combinatorial Optimization
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3800
Divide and Learn: Multi-Objective Combinatorial Optimization at Scale
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #109
Abductive Reasoning with Probabilistic Commonsense
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3805
LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4516
Learning-augmented Rent-or-Buy with a Sample
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3814
RL-SPH: Learning to Achieve Feasible Solutions for Integer Linear Programs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3812
Position: Neural Approximation Is Rarely Justified for Hard Combinatorial Problems
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4002
Learning Permutation from Structure Without Supervision
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #507
Optimal and Scalable MAPF via Multi-Marginal Optimal Transport and Schrödinger Bridges
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3900
DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3711
Unsupervised Diffusion Solver for Combinatorial Optimization via Combinatorial Adjoint Matching
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4112
DynaSchedBench: Calibrated Dynamic Scheduling Benchmarks and Observability Paradox in LLM-based Scheduling Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3803
Generative Large Neighborhood Search: Scalable Set Cover Optimization via Discrete Diffusion
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3710
Unsupervised Neural Langevin Sampler for Mixed Integer Linear Programming
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3712
Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3804
Instance-Specific Approximation Ratios for Correlation Clustering and Max-Cut
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3815
RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3807
Local-Minima-Preserving Polynomial Relaxation of Ising Problems
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4623
Compact Conformal Subgraphs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3713
URS: A Unified Neural Routing Solver for Cross-Problem Zero-Shot Generalization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3701
Near-Universal Multiplicative Updates for Nonnegative Einsum Factorization
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4601
How Does the Lagrangian Guide Safe Reinforcement Learning through Diffusion Models?
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #203
Hierarchical Successor Representation for Robust Transfer
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2911
Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #122
Position: Multi-Agent Systems Should Prioritize Concurrency Control
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #123
PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4111
Position: Artificial Intelligence Needs Meta Intelligence - the Case for Metacognitive AI
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #124
Offline Multi-agent Continual Cooperation via Skill Partition and Reuse
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #116
Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #209
Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #210
CooT: Learning to Coordinate In-Context with Coordination Transformers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3505
Learning Robust Multi-Agent Policies via Selective Adversarial Fault Induction
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #119
Sparse Topology-Aware Pairwise Scoring for Large-Scale Multi-Agent Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3016
Position: Solipsistic superintelligence is unlikely to be cooperative
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #120
Scaling Multi-Agent Environment Co-Design with Diffusion Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #215
LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #216
Moving Out: Physically-grounded Human-AI Collaboration
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #214
HPS: Hyperspherical Parameter Sharing for Efficient Multi-Agent Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #117
Towards Complete Multi-Agent Coordination Policy Learning via Denoising Maximum Entropy Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #121
Role-Level Inductive Bias for Cross-Task Generalization in Multi-Agent Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #212
Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #125
Offline Multi-Agent Reinforcement Learning via Sequential Score Decomposition
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #213
Factored Value Functions for Graph-Based Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #111
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #115
Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #211
Decentralized and Disentangled Task–Role Representation Learning for Generalizable Offline Multi-Agent Meta Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3105
Concept Concentration for Faithful Representation Intervention
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2905
Watermarking Graph Neural Networks via Explanations for Ownership Protection
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4004
Position: In Defense of Information Leakage in Concept-based Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3304
Sem-Detect: Semantic Level Detection of AI Generated Peer-Reviews
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3200
The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3402
Base Models Know How to Reason, Thinking Models Learn When
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3303
Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3406
C$^{2}$R: Cross-sample Consistency Regularization Mitigates Feature Splitting and Absorption in Sparse Autoencoders
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3411
Evaluating and Steering Modality Preferences in Multi-modal LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3310
Probing Cross-modal Information Hubs in Audio-Visual LLMs
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3201
Token-Efficient Change Detection in LLM APIs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3305
Selective Disclosure Watermarking for Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2108
How Language Models Process Negation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3301
Textual Supervision Enhances Geospatial Representations in Vision-Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3308
RAIGen: Rare Attribute Identification in Text-to-Image Generative Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3909
Dimensional Collapse in Transformer Attention Outputs: A Challenge for Sparse Dictionary Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3312
Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3408
Do Activation Verbalization Methods Convey Privileged Information?
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3306
Selective Concept Bottleneck Models Without Predefined Concepts
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3401
At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3414
Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3410
Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in Large Language Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3202
Tracing the Persona Circuit: How Large Language Models Encode and Express Character Traits
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3409
Domain Restriction via SAE Multi-Layer Transitions
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3302
Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3412
Hidden in Plain Tokens: Simply Robust, Gradient-Free Watermark for Synthetic Audio
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2812
Decomposing Query-Key Feature Interactions Using Contrastive Covariances
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3315
Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2101
LLM Self-Recognition: Steering and Retrieving Activation Signatures
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3405
Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3407
Certified Circuits: Stability Guarantees for Mechanistic Circuits
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3300
The ACUTE Protocol: Operationalizing Language Model Activations for Better Calibration, Utility, and Trust
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3404
Biases in the Blind Spot: Detecting What LLMs Fail to Mention
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1911
Position: Hallucinations Undermine Trust; Metacognition is a Way Forward
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3307
SVD as a Fast Interpretability Method for Transformers
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3400
A Distributional View for Visual Mechanistic Interpretability: KL-Minimal Soft-Constraint Principle
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3316
Learning a Generative Meta-Model of LLM Activations
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3309
Query Circuits: Explaining How Language Models Answer User Prompts
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3904
Alignment Risks from Capability-Seeking RL Training
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3205
Conflict-Aware Adaptive Alignment for LLM Hallucination Mitigation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3203
Automatically Finding Reward Model Biases
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3209
GenAlign: Towards Unified Alignment Framework of MLLMs via Generative Reward Model
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3208
Expectation Alignment of Language Models for Real-World User Expectations
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #207
Towards Disentangled Preference Optimization Dynamics: Suppress the Loser, Preserve the Winner
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4511
Corrigibility Transformation: Constructing Goals That Accept Updates
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3207
Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3212
Mitigating Visual Hallucinations via Semantic Curriculum Preference Optimization in MLLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3211
MESA: Improving MoE Safety Alignment via Decentralized Expertise
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1608
MoCo-EA: Exploiting Adversarial Mode Connectivity for Efficient Evolutionary Attacks
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3214
Position: LLMs Should Incorporate Explicit Mechanisms for Human Empathy
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3115
Split Personality Training: Revealing Latent Knowledge Through Alternate Personalities
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3110
VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3206
Discovering Implicit Large Language Model Alignment Objectives
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3213
Position: Anthropomorphic Misalignment Research Needs Stronger Evidence
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3215
Position: We Need Large Language Models Optimized For Our Well-Being
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4216
Position: Scale is a False Promise for Endangered Languages
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3210
IRIS: Implicit Reward-Guided Internal Sifting for Mitigating Multimodal Hallucination
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3908
When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3116
Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3111
Transitivity Meets Cyclicity: Explicit Preference Decomposition for Dynamic Large Language Model Alignment
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #414
Position: LLM-Based Social Simulations Require a Boundary
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3216
Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3311
Position: We Need A Unified Definition of Hallucination (It’s The World Model, Stupid!)
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3112
Toward Culturally Aligned LLMs through Ontology-Guided Multi-Agent Reasoning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3113
The Realignment Problem: When Right becomes Wrong in LLMs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3907
Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4116
Robust AI Evaluation through Maximal Lotteries
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3114
The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3601
Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3104
Debate with Images: Detecting Deceptive Behaviors in Multimodal Large Language Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1716
Towards Functional Correctness of Large Code Models with Selective Generation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2912
SARSteer: Safeguarding Large Audio Language Models via Safe-Ablated Refusal Steering
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3100
Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2915
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2910
Securing Multimodal AI through Internal Information Decomposition
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3006
Meerkat-VL: Implicit Risk Safety Alignment in Multimodal LLMs via Perceptual Reasoning and Self-Verification
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3103
Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3106
CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3009
OpenDeception: Learning Deception and Trust in Human–AI Interaction via Multi-Agent Simulation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3007
Metis: Learning to Jailbreak LLMs via Self-Evolving Metacognitive Policy Optimization
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2916
Proactive Defense Benchmark against Deepfake Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #304
Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3011
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4010
More Sail than Ballast: Addressing Harmful Knowledge Leakage in the Expansive Reasoning Space of LRMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3015
Position: Safe Models Do Not Guarantee Safe Societies: The Case for Sociopolitical Risk
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3613
Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2909
Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2908
When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3014
Position: Safe AI Should be Resistant and Resilient in an Evolving World
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2913
Reflector: Internalizing Step-wise Reflection against Indirect Jailbreaks
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3403
Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3005
Learning Efficient Guardrails for Compliance
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3108
How does information access affect LLM monitors' ability to detect sabotage?
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3313
Position: Accountable Deployment of Agentic AI Demands Layered, System-Level Interpretability
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3101
Exploration Hacking: Can LLMs Learn to Resist RL Training?
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3610
Monitoring Monitorability
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1910
Position: LLM Agents Are the Antidote to Walled Gardens
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2914
Reasoning Models Struggle to Control their Chains of Thought
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3013
Position: Child Safety Necessitates New Approaches to AI Safety
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3107
Are Your Agents Upward Deceivers?
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4008
CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3004
How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3008
MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3000
Faithful Mobile GUI Agents with Guided Advantage Estimator
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3012
Position: Bridge the Gaps between AI Development and Regulation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3010
Position: AI Lock-In Is in Progress, and We Must Be Prepared
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4011
Mixtures of geodesic factor analyzers on Riemannian homogeneous spaces
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4621
General Quantification of Covariate and Concept Shifts
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4515
Optimal Unconstrained Self-Distillation in Ridge Regression: Strict Improvements, Precise Asymptotics, and One-Shot Tuning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #305
Utility Boundary of Dataset Distillation: Scaling and Coverage Laws
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4506
A Noise Sensitivity Exponent Controls Large Statistical-to-Computational Gaps in Single- and Multi-Index Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3914
A Statistical Framework for Analyzing Specification Resistance to Learnware-Inversion Risks
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4513
Semi-knockoffs: a model-agnostic conditional independence testing method with finite-sample guarantees
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3413
Ideal Attribution and Faithful Watermarks for Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #301
What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3314
On the Variability of Concept Activation Vectors
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4624
Quantifying Error Propagation and Model Collapse in Diffusion Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4622
Asymptotically Fast Clebsch-Gordan Tensor Products with Vector Spherical Harmonics
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3515
Sobolev Regularized Score Difference Estimation in Diffusion Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2215
Fine-Tuning Without Forgetting In-Context Learning: A Theoretical Analysis of Linear Attention Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4617
Sharp Concentration Bounds for Bundle-Valued Statistics on Manifolds
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4618
Single-Head Attention in High Dimensions: A Theory of Generalization, Weights Spectra, and Scaling Laws
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1511
Revisiting Padded Transformer Expressivity: Which Architectural Choices Matter and Which Don't
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4625
Innovation: An Almost Characterization of Hallucination
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4502
Tightening the Score Matching Gap for Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4503
Quantifying Cross-Domain Knowledge Distillation in the Presence of Domain Shift
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1909
Position: The Turing-Completeness of Real-World Autoregressive Transformers Relies Heavily on Context Management
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4610
Dynamics of neural scaling laws in random feature regression with powerlaw-distributed kernel eigenvalues
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2715
Understanding Catastrophic Forgetting In LoRA via Mean-Field Attention Dynamics
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1504
Optimization, Generalization and Differential Privacy Bounds for Gradient Descent on Kolmogorov–Arnold Networks
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4609
Demystifying LLM-as-a-Judge: Analytically Tractable Model for Inference-Time Scaling
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4206
Training-Free Guided Diffusion for Planning: A Unified Framework via Doob’s h-Transform with Safety Guarantees
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4613
Muon in Associative Memory Learning: Training Dynamics and Scaling Laws
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4608
Attention Implements the Fisher Geometry of Exponential Families
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4614
On Minimum Depth and Width of Floating-Point Neural Networks for Representing Floating-Point Functions
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4607
Understanding the Parameter Space Geometry of Transformers Encoding Boolean Functions
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3608
Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1610
A Geometry-Based View of Mahalanobis OOD Detection
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1510
A unified theory of feature learning in RNNs and DNNs
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1506
Finite-Width Neural Tangent Kernels from Feynman Diagrams
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3915
Universal Learning of Nonlinear Dynamics
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1507
Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4619
The Expressivity Limits of Transformers
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1508
Early Directional Convergence in Deep Homogeneous Neural Networks for Small Initializations
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1500
Width Independent Bounds for the Local Lipschitz Constant of Deep Neural Networks at Random Initialization and after Lazy Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1503
The Entropic Signature of Class Speciation in Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4612
Likelihood Matching for Diffusion Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4620
The Implicit Bias of Adam and Muon on Smooth Homogeneous Neural Networks
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4616
Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1509
An analytic theory of convolutional neural network inverse problems solvers
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2814
Geometric Entropy and Retrieval Phase Transitions in Continuous Thermal Dense Associative Memory
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4510
Deep Incentive Design with Differentiable Equilibrium Blocks
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4512
(Doubly) Exponential Lower Bounds for Follow the Regularized Leader in Potential Games
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4507
Online Contract Design With Unknown Technology
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2009
Mind the Gap: Structure-Aware Consistency in Preference Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4505
Black-Box Assisted Regression: Phase Transitions and Minimax Optimality
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4402
Decentralized Bandits without Global Clock for Dynamic Matching Market
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4406
Improved Algorithms for Nash Welfare in Linear Bandits
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4404
Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4410
Tighter Regret Lower Bound for Gaussian Process Bandits with Squared Exponential Kernel in Hypersphere
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4401
Contextual Slate GLM Bandits with Limited Adaptivity
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4110
A Perturbation Approach to Unconstrained Linear Bandits
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4501
Adaptive Bandit Algorithms for Contextual Matching Markets
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4403
Decentralized Online Convex Optimization with Efficient Communication: Improved Algorithm and Lower Bounds
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4407
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4108
Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4500
Bandit Social Leaning Dynamics with Exploration Episodes
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4409
Regret Minimization With a Crowd of Awakening Experts
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4107
Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4509
Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4405
Finite and Corruption-Robust Regret Bounds in Online Inverse Linear Optimization under M-Convex Action Sets
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4109
Data-Source Adaptive Online Learning under Heteroscedastic Noise
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3501
Simple Approximation and Derivative Free Inference-Time Scaling for Diffusion Models via Sequential Monte Carlo on Path Measures
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3504
Supervised Guidance Training for Infinite-Dimensional Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4412
Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3503
Dimension-Free Multimodal Sampling via Preconditioned Annealed Langevin Dynamics
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2714
WildCat: Near-Linear Attention in Theory and Practice
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4411
Approximating f -Divergences with Rank Statistics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2204
Dependence-Aware Label Aggregation for LLM-as-a-Judge via Ising Models
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #306
GAAVI: Global Asymptotic Anytime Valid Inference for the Conditional Mean Function
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4415
Dimension-Independent Convergence of Underdamped Langevin Monte Carlo in KL Divergence
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4413
Calibrated Preference Learning: The Case of Label Ranking
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3913
Dimension-free convergence of diffusion models for approximate Gaussian mixtures
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4416
Error Analysis of Discrete Flow with Generator Matching
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4311
Statistically Undetectable Backdoors in Deep Neural Networks
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4414
Corrected Samplers for Discrete Flow Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4316
Logit Distance Bounds Representational Similarity
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4212
Probably Approximately Correct Labels
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3502
Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4315
Mean-Shift PCA by Knockoff Mean
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4314
Optimal Decision-Making Based on Prediction Sets
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4312
Signal Strength Estimation in Logistic Regression Using Data Splitting
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4611
Improved Convergence of Score-Based Diffusion Models via Prediction-Correction
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #200
Robust Reinforcement Learning in a Sample-Efficient Setting
[
Slides]
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4203
Reusing Trajectories in Policy Gradients Enables Fast Convergence
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #204
Near-Minimax Multi-Objective RL under Predictable Adversarial Preferences and Preference-Free Exploration in Linear MDPs
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #217
Multi-agent imitation learning with function approximation: linear Markov games and beyond
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4303
Learning to Correct: Reinforcement Learning for Multi-Attempt Chain-of-Thought
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #205
Noise as a Natural Regularizer in Markov Decision Processes: Connecting Environmental Stochasticity and Policy Simplicity
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4504
Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4304
Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4306
Compositional Behavioral Semantics for State Abstraction in Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4310
World Models in Pieces: Structural Certification for General Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4210
Why Linear Recurrent Memory Works in Partially Observable Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4205
The Value Function Semi-Algebraic Set in Partially Observable Markov Decision Processes
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4207
Understanding Behavior Cloning with Action Quantization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4200
Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #206
Towards Achieving Optimal Strong Regret and Constraint Violation via Computationally Efficient Model-free RL
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4208
Value Aggregation with Uncertainty in Online Decentralized MARL
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4209
Well-Posed KL-Regularized Control via Wasserstein and Kalman–Wasserstein KL Divergences
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4307
Commit to the Bit: Reactive Reinforcement Learning Done Right
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #112
Learn to change the world: Multi-level reinforcement learning with model-changing actions
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4309
Breaking the Computational Barrier: Provably Efficient Actor–Critic for Low-Rank MDPs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4305
Convergence of Two-Timescale Markovian Stochastic Approximations with Applications in Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4301
Mirror Descent Policy Optimisation for Robust Constrained Markov Decision Processes
[
Poster]
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4201
Reinforcement Learning with Action-Triggered Observations
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4400
Best-of-Both-Worlds for Heavy-Tailed Markov Decision Processes
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #113
Dynamic Programming for Epistemic Uncertainty in Markov Decision Processes
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #114
Constrained Meta Reinforcement Learning with Provable Test-Time Safety
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4300
Near-Optimal Regret for Policy Optimization in Contextual MDPs with General Offline Function Approximation
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4508
Offline Two-Player Zero-Sum Markov Games with KL Regularization
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4302
Minimax Optimal Strategy for Delayed Observations in Online Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4202
Rethinking the Hardness of PbRL: A Provable General Regret Bound
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1502
Understanding the Performance Gap in Preference Learning: A Dichotomy of RLHF and DPO
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #118
Temporal Difference Learning with Compressed Updates: Error-Feedback meets Reinforcement Learning
[
URL]
[ OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #110
Towards Parameter-Free Temporal Difference Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4204
Secure Multi-agent Reinforcement Learning for Service Systems with Affinity and Byzantine Nodes: Stability Analysis and Protection Design
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4308
Chebyshev Policies and the Mountain Car Problem: Reinforcement Learning for Low-dimensional Control Tasks
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3905
Posterior Sampling Reinforcement Learning with Gaussian Processes for Continuous Control: Sublinear Regret Bounds for Unbounded State Spaces
[
OpenReview]
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