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Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Diverse Scientific Hypothesis Search with Large Language Models
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PINNfluence: Interpreting PINNs through Influence Functions
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM for Physics Research Requires Domain-Specialized Training and Tooling
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MADE: Benchmark Environments for Closed-Loop Materials Discovery
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Sub-second Biological Foundation Model Infrastructure: A Quantized Consistency Diffusion Framework for Molecular Docking
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards A Generative Protein Evolution Machine with DPLM-Evo
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Laws of Global Weather Models
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FIDIA: Function-Informed Sequence Design via Inference-Aligned Policy Optimization
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training Diffusion Language Models for Black-Box Optimization
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DecAEvolve: Decompose, Adapt, and Evolve, or, Three Pillars of Effective LLM-based Scientific Equation Discovery
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deliberate Evolution for Sample-Efficient Symbolic Regression with LLM
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RESIDUAL-GUIDED MULTI-RESOLUTION REFINEMENT OF FOUNDATION MODELS - A CASE STUDY IN DROUGHT FORECASTING
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Di-BiLPS: Denoising induced Bidirectional Latent-PDE-Solver under Sparse Observations
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FRIGID: Scaling Diffusion-Based Molecular Generation from Mass Spectra at Training and Inference Time
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ClimateAR: Multi-Scale Autoregressive Generative Modeling for Seasonal-to-Interannual Climate Forecasting
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Geometric Lens on Physics-Aligned Data Compression
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Temporal Measurement Interval Determines Computational and Model Complexity in Single-Cell Perturbation Analysis
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BioDynaSpec: Harmonic-Guided Spatio-Spectral Autoregressive Diffusion for Protein Dynamics Generation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AutoMat: Physics-Guided Agentic Reasoning for Solving Ill-Posed Inverse Microscopy Problems
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ANTiC: Adaptive Neural Temporal In Situ Compressor
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MMClima: A Framework for Multimodal Climate Science Data and Evaluation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Walrus: A Cross-domain Foundation Model for Continuum Dynamics
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Origo: Physically Interpretable Multi-Physics PDE Pre-training through Neural Operator Splitting
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CARD: Coarse-to-fine Autoregressive Modeling with Radix-based Decomposition for Transferable Free Energy Estimation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SeisMark: A Large-Scale Open Benchmark for Robust 3D Seismic Fault Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Autoregressive Boltzmann Generators
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Dirac-Frenkel-Onsager principle: Instantaneous residual minimization with gauge momentum for nonlinear parametrizations of PDE solutions
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReViT: Rotational-equivariant Vision Transformers for Neural PDE Solvers
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D Partial Differential Equations
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proximal Splitting Methods for Hybrid Differentiable Models
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniDrag: Unified Multi-Field Prediction and Robust Shape Optimization for Vehicle Aerodynamics
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Topology-Preserving Neural Operator Learning via Hodge Decomposition
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
U-Cast: A Surprisingly Simple Frontier Probabilistic AI Weather Forecaster
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unbiased and Second-Order-Free Training for High-Dimensional PDEs
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Cartesian-3j and nj Framework for Machine Learning Interatomic Potentials
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Feasible to Practical: Pareto-Optimal Synthesis Planning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Permutation-invariant Macroscopic Dynamics
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Significant impact of numerical precision in scientific machine learning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Two-Parameter Flows for Learning Population Dynamics of Physical Systems
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Gradient Pathology in PINNs through Aligned Constraint
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Geometric Learning Unlocks Unified Structure- and Ligand-Based Drug Design
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Interpretability and Generalization Bounds for Learning Spatial Physics
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SMD: Multi-view Safety-Critical Driving Video Generation in the Real-world Domain
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sample Margin-Aware Recalibration of Temperature Scaling
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Logits: Coherent Hallucination Mitigation via Attention Contrastive Decoding
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking Manifold Continuity: Vector Quantized Modeling for Real-Centric Deepfake Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hyper-LLaVA: Hyperbolic Uncertainty-aware Modality-Balanced Routing for Multimodal Continual Instruction Tuning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Blocking the Leakage: Manifold-Aware Gradient Projection for Long-Horizon Test-Time Adaptation
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Face Recognition
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Cross-Modal Semantic Decoupling and Transfer for Text-to-Visible-Infrared Person Re-Identification
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Focus, Align, and Sustain: Counteracting Gradient Dilution in Incremental Object Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Detached Skip-Links and $R$-Probe: Decoupling Feature Aggregation from Gradient Propagation for MLLM OCR
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EmWorld: Emotion World Model with Latent State Evolution for Scenario-Incremental Dynamic Facial Expression Recognition
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learnability-Driven Knowledge Assimilation for Class-Incremental Semantic Segmentation
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAC-NeRF: Motion-Aware Curriculum Learning for Dynamic LiDAR NeRFs
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Token Refinement in Long-Tailed Large Vision-Language Models Fine-Tuning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Normalization-equivariant Diffusion Models: Learning Posterior Samplers From Noisy And Partial Measurements
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CODiff: One-Step Diffusion Model for Camouflaged Object Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Just Noticeable Difference Modeling for Deep Visual Features
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniAID: Decoupling Semantic and Artifacts for Universal AI-Generated Image Detection in the Wild
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Selecting Samples on Graphs: A Unified Dataset Pruning Framework for Lossless Training Acceleration
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TG-RAG: A Retrieval-Augmented Framework for Reasoning Guidance in Specialized Domains
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DiscoverLLM: From Executing Intents to Discovering Them
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unraveling Syntax: Language Modeling and the Substructure of Grammars
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Literal Translation: Evaluating Cultural Effectiveness in Social Media UGC
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BESPOKE: Benchmark for Search-Augmented Large Language Model Personalization via Diagnostic Feedback
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Closing the Expression Gap in LLM Instructions via Socratic Questioning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Perplexity: UTF-8 Validity in Byte-aware Language Models
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Text Embeddings Should Capture Implicit Semantics, Not Just Surface Meaning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
XPERT: Expert Knowledge Transfer for Effective Training of Language Models
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Poster]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Diagrams to Code: Multilingual Programming with Visual Design
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
KBQA-R1: Reinforcing Large Language Models for Knowledge Base Question Answering
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conditional Equivalence of DPO and RLHF: Assumptions, Failure Modes, and Provable Alignment
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Topological Active Inference for Task Disambiguation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlocking Speech–Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Towards Responsible Evaluation for Text-to-Speech
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Natural Language Should Not Fully Replace Formal Languages
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Accordion-Thinking: Self-Regulated Step Summaries for Efficient and Readable LLM Reasoning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IAPO: Information-Aware Policy Optimization for Token-Efficient Reasoning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rewiring Experts on the Fly: Continuous Rerouting for Better Online Adaptation in Mixture-of-Expert models
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MARS-SQL: A Multi-Agent Reinforcement Learning Framework For Text-To-SQL
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vibe Checker: Aligning Code Evaluation with Human Preference
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Fast and Soft Pattern Matcher for Trillion-Scale Corpus
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion
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Slides]
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse ActionGen: Accelerating Diffusion Policy with Real-time Pruning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Characterizing Vision-Language-Action Models across XPUs: Constraints and Acceleration for On-Robot Deployment
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Model-Based Diffusion Sampling for Predictive Control in Offline Decision Making
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamics Are Learned, Not Told: Semi-Supervised Discovery of Latent Dynamics Geometries For Zero-Shot Policy Adaptation
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoSA: Motion-constrained Stress Adaptation for Mitigating Real-to-Sim Gap in Continuum Dynamics via Learning Residual Anisotropy
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Demystifying Action Space Design for Robotic Manipulation Policies
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Move Before Learning to Do: Task-Agnostic pretraining for VLAs
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter
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OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning High-Frequency Continuous Action Chunks in Latent Space
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Move-Then-Operate: Behavioral Phasing for Human-Like Robotic Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Reconfigure: Co-designing Reconfigurable robots for Heterogeneous Locomotion
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Recovering Hidden Reward in Diffusion-Based Policies
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dyn-VPP: Video Prediction Policy Optimization for Improved Visual Dynamics
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FocalPolicy: Frequency-Optimized Chunking and Locally Anchored Flow Matching for Coherent Visuomotor Policy
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EnsembleVLA: Ensemble Learning for Vision-Language Action Models
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mixture of Horizons in Action Chunking
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoIRL-AD: Collaborative-Competitive Imitation-Reinforcement Learning in Latent World Models for Autonomous Driving
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Human-Robot Collaboration via Heterogeneous-Agent Lyapunov Policy Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NavOL: Navigation Policy with Online Imitation Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Turning Adaptation into Assets: Cross-Domain Bridging for Online Vision-Language Navigation
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Policy Learning via Spectral Decomposition
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Control: Adjoint Learning Through Equilibrium Constraints
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HIER: Human-in-the-Loop Imagination–Execution Refinement for General Real-World Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-Body Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Real-World Robot Policy Evaluation via Discrete Diffusion World Model
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Making Learner Weakness Actionable for Learning from Demonstration with Novice Teachers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STEP: Warm-Started Visuomotor Policies with Spatiotemporal Consistency Prediction
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LIMMT: Less is More for Motion Tracking
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scalable and General Whole-Body Control for Cross-Humanoid Locomotion
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CorrectionPlanner: Self-Correction Planner with Reinforcement Learning in Autonomous Driving
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Representation Regularization for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling by Diversified Experience for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RDT2: Exploring the Scaling Limit of UMI Data Towards Zero-Shot Cross-Embodiment Generalization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LAST: Bridging Vision-Language and Action Manifolds via Gromov-Wasserstein Alignment
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SafeDec: Constrained Decoding for Safe Autoregressive Generalist Robot Navigation Policies
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ERGeoBench: A Comprehensive Benchmark for Embodied Reasoning and Geo-localization in Multimodal Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VLAW: Iterative Co-Improvement of Vision-Language-Action Policy and World Model
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bring My Cup! Personalizing Vision-Language-Action Models with Visual Attentive Prompting
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FoundObj: Self-supervised Foundation Models as Rewards for Label-free 3D Object Segmentation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SkillNet: Hierarchical Skill Modeling for Compositional Generalization in Vision-Language Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MVISTA-4D: View-Consistent 4D World Model with Test-Time Action Inference for Robotic Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniMapping: Unified SLAM Framework for Map-Centric Embodied Perception
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniCoD: Enhancing Robot Policy via Unified Continuous and Discrete Representation Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NeurVLA: Unleashing Failure-Handling Capability of Vision-Language-Action Models via Neural-Symbolic Reasoning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GeoMoLa: Geometry-Aware Motion Latents for Learning Robust Manipulation Policies
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
See What Matters: Differentiable Grid Sample Pruning for Generalizable Vision-Language-Action Model
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Cross-Tactile Sensor Representation Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Motion Planning in Compressed Representation Spaces
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LARA: Latent Action Representation Alignment for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HALO: A Unified Vision-Language-Action Model for Embodied Multimodal Chain-of-Thought Reasoning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LAGEA: Language Guided Embodied Agents for Robotic Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LaST$_{0}$: Latent Spatio-Temporal Chain-of-Thought for Robotic Vision-Language-Action Model
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Instruction Decomposition and Action Alignment for Vision-Language Navigation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Self-CriTeach: LLM Self-Teaching and Self-Critiquing for Improving Robotic Planning via Automated Domain Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One Model to Translate Them All: Universal Any-to-Any Translation for Heterogeneous Collaborative Perception
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReLAM: Learning Anticipation Model for Rewarding Visual Robotic Manipulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Embodied Interpretability: Linking Causal Understanding to Generalization in Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MFH-NAS:A Hybrid Neural Architecture Search Framework for Multimodal Fusion Object Detection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Quantum Deep Learning Still Needs a Quantum Leap
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Per-Image Low-Rank to Encoding Mismatch: Rethinking Feature Distillation in Vision Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HypCL: Adapting CLIP in Hyperbolic Space for Continual Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Controlled LLM Training on Spectral Sphere
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IO-Adam: Rethinking Memory-Efficient Adaptive Optimizers from Gradient Computation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniMoE: An Efficient MoE by Orchestrating Atomic Experts at Scale
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Least-Loaded Expert Parallelism: Load Balancing An Imbalanced Mixture-of-Experts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SPLIT-VLM: Salience-Guided Partitioning towards Local Coverage for Importance-Aware Token Dropping in Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OLion: Approaching the Hadamard Ideal by Intersecting Spectral and L inf Implicit Biases
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Automatic Pruning Discovery for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LoSA: Locality Aware Sparse Attention in Diffusion Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GradientStabilizer: Fix the Norm, Not the Gradient
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deep Progressive Training: scaling up depth capacity of zero/one-layer models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Per-example Gradients: a New Frontier for Understanding and Improving Optimizers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PRAC: Principal-Random Subspace for LLM Activation Compression and Memory-Efficient Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hybrid Policy Distillation for LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
dTRPO : Trajectory Reduction in Policy Optimization of Diffusion Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Caracal: Causal Architecture via Spectral Mixing
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WBMM: Windowed Batch Matrix Multiplication for Efficient Large Receptive Field Convolution
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DecFus: Decentralized Layer-wise Fusion with Dynamic Exploration and Exploitation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PRISM: Distribution-free Adaptive Computation of Matrix Functions for Accelerating Neural Network Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advancing SVD-based LLM Compression via Layer-Wise Error Model Search
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fine-Tuning of Transformer models with Frames
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GradPower: Powering Gradients for Faster Language Model Pre-Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RapTB: Rooted Absorbed Trajectory Balance with Submodular Replay for Stable Autoregressive GFlowNet Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Path-conditioned training: a principled way to rescale ReLU neural networks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clover: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TetraJet-v2: Accurate NVFP4 Training for Large Language Models with Oscillation Suppression and Outlier Control
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LoRDO: Distributed Low-Rank Optimization with Infrequent Communication
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Activation-Free Backbones for Image Recognition: Polynomial Alternatives for Spatial and Channel Mixing
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Interpretable Discovery of One-parameter Subgroups: A Modular Framework for Elliptical, Hyperbolic, and Parabolic Symmetries
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prompt Estimation from Prototypes for Federated Prompt Tuning of Vision Transformers
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Balancing Understanding and Generation in Discrete Diffusion Models
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model?
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Noise to Intent: Anchoring Generative VLA Policies with Residual Bridges
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing Without Understanding: Disentangling Perception, Reasoning, and Simulation in VLM Gameplay
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GePBench: Evaluating Fundamental Geometric Perception for Multimodal Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in Unified Multimodal Models via Decompositional Verifiable Reward
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScDiVa: Masked Discrete Diffusion for Joint Modeling of Single-Cell Identity and Expression
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Giving Sensors a Voice: Multimodal JEPA for Semantic Time-Series Embeddings
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Model-Dowser: Data-Free Importance Probing to Mitigate Catastrophic Forgetting in Multimodal Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attentive Multi-Layer Fusion for Vision Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preconditioning Neural Tangent Kernel for Adaptive Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Model-Preserving Adaptive Rounding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Uncovering Grounding IDs: How External Cues Shape Multi-Modal Binding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Foundation Inference Models for Ordinary Differential Equations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CAOS: Conformal Aggregation of One-Shot Predictors
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Procedural Meta-Reasoning for Generalizable Multimodal Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Reasoning Collapse in LLM Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BioToken and BioFM – Biologically-Informed Tokenization Enables Accurate and Efficient Genomic Foundation Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-Free Rate-Distortion-Perception Traversal With Diffusion
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NaviCache: Test-Time Self-Calibration Caching for Video Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ProtoVAR: Efficient Dataset Distillation via Prototype-Guided Visual Autoregressive Modeling
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TransLight: Image-Guided Customized Lighting Control with Generative Decoupling
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-Step Residual Shifting Diffusion for Image Super-Resolution via Distillation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-Free Sparse Attention for Fast Video Generation via Offline Layer-Wise Sparsity Profiling and Online Bidirectional Co-Clustering
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DiffStyle3D: Consistent 3D Gaussian Stylization via Attention Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distilling Geometry Priors for 3D-Consistent Video Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Motion-Aware Caching for Efficient Autoregressive Video Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HilbertA: Hilbert-Curve–Aligned Sparse Attention for 2D Structured Data
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vision in One Vector: Implicit Visual Compression with Diffusion Foundation Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Video Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$f$-Trajectory Balance: A Loss Family for Tuning GFlowNets, Generative Models, and LLMs with Off- and On-Policy Data
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conf-Gen: Conformal Uncertainty Quantification for Generative Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Phase-Type Variational Autoencoders for Heavy-Tailed Data
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Visual Implicit Autoregressive Modeling
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Opportunistic Expert Activation: Batch-Aware Expert Routing for Faster Decode Without Retraining
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Esoteric Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoST: Mixing Speech and Text with Modality-Aware Mixture of Experts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Value-as-Return: A Two-Stage Framework to Align on the Optimal Score Function
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Projected Gradient Ascent for Efficient Reward-Guided Updates with One-Step Generative Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RACER: Risk-Aware Calibrated Efficient Routing for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conflict-Aware Additive Guidance for Flow Models under Compositional Rewards
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Meta Flow Maps enable scalable reward alignment
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ambient Dataloops: Generative Models for Dataset Refinement
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Anytime Safe PAC Efficient Reasoning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Quantifying Temperature Scaling in Discrete Sequence (Language) Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-free Composition of Pre-trained GFlowNets for Multi-Objective Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
d2: Improved Techniques for Training Reasoning Diffusion Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Escaping Mode Collapse in LLM Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Multi-round LLM Inference over Disaggregated Serving
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SALE : Low-bit Estimation for Efficient Sparse Attention in Long-context LLM Prefilling
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Temperature: Hyperfitting as a Late-Stage Geometric Expansion
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Parallel Samplers for Recurrent-Depth Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unveiling the Potential of Quantization with MXFP4: Strategies for Quantization Error Reduction
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AdaGC: Enhancing LLM Pretraining Stability via Adaptive Gradient Clipping
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SHINE: A Scalable In-Context Hypernetwork for Mapping Context to LoRA in a Single Pass
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proteus: Lookup-Free Trellis-Coded Quantization by Lattice-Breaking Compute Codes for 2-Bit LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Less is More: Geometric Unlearning for LLMs with Minimal Data Disclosure
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training–Inference Consistent Segmented Execution for Long-Context LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Retrieval-Aware Distillation for Transformer-SSM Hybrids
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Low-cost Full Fine-tuning: Learning What to Update for LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OBCache: Optimal Brain KV Cache Pruning for Efficient Long-Context LLM Inference
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stabilizing Native Low-Rank LLM Pretraining
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NaRA: Noise-Aware LoRA for Parameter-Efficient Fine-Tuning of Diffusion LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Inner-layer Token Self-Modulation as Another Scaling Axis for LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Guided Star-Shaped Masked Diffusion
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Growing to Looping: A Unified View of Iterative Computation in LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RaBiT: Residual Aware Binarization Training for Accurate and Efficient LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Effective MoE-based LLM Compression by Exploiting Heterogeneous Inter-Group Experts Routing Frequency and Information Density
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Diffract: Spectral View of LLM Domain Adaptation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Swift-SVD: Theoretical Optimality Meets Practical Efficiency in Low-Rank LLM Compression
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LIFT: A Novel Framework for Enhancing Long-Context Understanding of LLMs via Long Input Fine-Tuning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unified Episodic and Semantic Memory via Modulating Transformer FeedForward Layers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reuse your FLOPs: Scaling RL on Hard Problems by Conditioning on Very Off-Policy Prefixes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MODEL MERGING SCALING LAWS IN LARGE LANGUAGE MODELS
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SMILE: Extended Deep Submodular Function-Based Instruction and In-context Learning Demonstration Selection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Smaller Models are Natural Explorers for Policy-Level Diversity in GRPO
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement-aware Knowledge Distillation for LLM Reasoning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Break the Block: Dynamic-size Reasoning Blocks for Diffusion Large Language Models via Monotonic Entropy Descent with Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RLIE: Rule Generation with Logistic Regression, Iterative Refinement, and Evaluation for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Plasticity and Stability for Post-Training Large Language Models
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Representational Curvature Shapes Behavioral Uncertainty in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Maximum Likelihood Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Shrinking the Variance: Shrinkage Baselines for Reinforcement Learning with Verifiable Rewards
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient numeracy in language models through single-token number embeddings
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoPE: Continual Probe-guided Expansion for Large Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LangForce: Bayesian Decomposition of Vision Language Action Models via Latent Action Queries
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adversarial Training for Process Reward Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decompose, Structure, and Repair: A Neuro-Symbolic Framework for Autoformalization via Operator Trees
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Escaping the Mode: Multi-Answer Reinforcement Learning in LMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AutoRAS: Learning Robust Agentic Systems with Primitive Representations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Don't Force the Fit: Bounded Log-Likelihood Loss for Enhanced Reasoning in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Harnessing Non-Adversarial Robustness in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Model
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clipping Low-Probability Tokens in SFT Yields a Generalizable Initialization for RL
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Self-Prophetic Decoding to Unlock Visual Search in LVLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ThetaEvolve: Test-time Learning on Open Problems
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BLOCK-EM: Preventing Emergent Misalignment via Latent Blocking
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Weasel: Out-of-Domain Generalization for Web Agents via Importance-Diversity Data Selection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BRIDGE: Triangular Fixed-Point Refinement for Long-Horizon Persona Consistency
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provable Training Data Identification for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Agentic Verifier for Competitive Coding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Head Attention as a Source of Catastrophic Forgetting in MoE Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
INDEXGUARD: Index-only Backdoor Vetting for Secure Federated PEFT of Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chiral Symmetry Breaking in Transformers: A Group-Equivariant Framework for Solving the Reversal Curse via Adjoint Manifold Mappings
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Helpful to a Fault: Measuring Illicit Assistance in Multi-Turn, Multilingual LLM Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Progressive Cramming: Reliable Token Compression and What It Reveals
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpecExit: Accelerating Large Reasoning Model via Speculative Exit
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AICrypto: Evaluating Cryptography Capabilities of Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Limits of Test-Time Compute: Sequential Reward Filtering for Better Inference
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unleashing Implicit Rewards: Prefix-Value Learning for Distribution-Level Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradient Regularization Prevents Reward Hacking in Reinforcement Learning from Human Feedback and Verifiable Rewards
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Pessimistic Verification for Open-Ended Math Questions
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Endogenous Resistance to Activation Steering in Language Models: Evidence for Internal Consistency Monitoring in Llama-3.3-70B
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Speculative Decoding: Rethinking Draft Training from Token Likelihood to Sequence Acceptance
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniFit: Bridging Modalities via Layer-Adaptive Token Compression for Omnimodal Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reward Auditor: Inference on Reward Modeling Suitability in Real-World Perturbed Scenarios
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SafeSci: Safety Evaluation of Large Language Models in Science Domains and Beyond
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reward Under Attack: Analyzing the Robustness and Hackability of Process Reward Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SD-MoE: Spectral Decomposition for Effective Expert Specialization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Future-Gain Guided Test-Time Learning for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$R^3$DAO: Reactive Recovery and Reconstruction for Long-horizon Data Agent Orchestration
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FAIR-Calib: Frontier-Aware Instability-Reweighted Calibration for Post-Training Quantization of Diffusion Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TokenSwap: Backdoor Attack on the Compositional Understanding of Large Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAPS: Memory-Aware Predictive Scheduling Framework for Large Language Models Serving
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training AI Co-Scientists Using Rubric Rewards
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Grounding Functional Similarity by Invariance-Aware Model Stitching
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DANCE: Dynamic, Available, Neighbor-gated Condensation for Federated Text-Attributed Graphs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Your Latent Reasoning is Secretly Policy Improvement Operator
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Amortized Maximum Inner Product Search with Learned Support Functions
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JANUS-LORA: A Balanced Low-Rank Adaptation for Continual Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Relationship Between Activation Outliers and Feature Death in Sparse Autoencoders
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Adapter for Cross-modal Similarity Representation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Detecting the Semantic Fixed Point: A Geometric Framework for Efficient Inference
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neuro-Fuzzy Concept Learning for Interpretable Large Multimodal Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robustifying Vision-Language Models via Test-Time Prompt Adaptation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FG-CLIP 2: A Bilingual Fine-grained Vision-Language Alignment Model
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM-based Embeddings: Attention Values Encode Sentence Semantics Better Than Hidden States
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TabularBERT: Binning-Based Self-Supervised Learning for Tabular Representation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SURGE: Surrogate Gradient Adaptation in Binary Neural Networks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TVDRNet: Text-driven Viewpoint Optimization via Differentiable Rendering for 3D Reasoning Segmentation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GRAPE: Let GRPO Supervise Query Rewriting by Ranking for Retrieval
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ModernVBERT: Towards Smaller Visual Document Retrievers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Denoising without Diffusion: Fixed-Noise Denoiser Anomaly Detection in Tabular Data
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Capacity-Agnostic Parameter Isolation for Continual Graph Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One Batch Is Enough: A Unified Dataset Condensation Framework for General Time Series Analysis
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
You Can Learn Tokenization End-to-End with Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
See More, Forecast Better and Faster: Enhancing Time Series Foundation Models via Inference-Time Plug-and-Play Downsampling
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Taming the Recent-Data Bias: Towards Robust Time Series Forecasting with Global Context
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Byte Pair Encoding for Efficient Time Series Forecasting
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Divide and Contrast: Learning Robust Temporal Features without Augmentation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Winformer: Transcending Pairwise Similarity for Time-series Generation
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HELIX: Hybrid Encoding with Learnable Identity and Cross-dimensional Synthesis for Time Series Imputation
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MuonSSM: Orthogonalizing State Space Models for Sequence Modeling
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the "Induction Bias" in Sequence Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeMRA: LLM-Empowered Time Series Forecasting via Multi-Scale Retrieval-Augmented Representations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
QuITE: Query-based Irregular Time-series Embedding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
StretchTime: Adaptive Time Series Forecasting via Symplectic Attention
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universal Redundancies in Time Series Foundation Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Multimodal Time-Series Forecasting Evaluation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mantis: Lightweight Foundation Model for Time Series Classification
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Time-CoT: Hierarchical Reasoning with Temporal Semantic Codes for Multivariate Time Series Classification
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Observations to States: Latent Time Series Forecasting
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeOmni-VL: Unified Models for Time Series Understanding and Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FormalRx: Rectify and eXamine Semantic Failures in Autoformalization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SEDRAS: Symbolically Evaluated Deep Research And Science
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Inference for Noisy LLM-as-a-Judge Evaluation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating Robustness of Reasoning Models on Parameterized Logical Problems
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CiteGuard: Conformal False-Discovery Control for Faithful Retrieval-Augmented Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Can We Trust Survival Model Evaluation ?
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
URS: A Unified Neural Routing Solver for Cross-Problem Zero-Shot Generalization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural QAOA$^2$: Differentiable Joint Graph Partitioning and Parameter Initialization for Quantum Combinatorial Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Divide and Learn: Multi-Objective Combinatorial Optimization at Scale
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Local-Minima-Preserving Polynomial Relaxation of Ising Problems
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A General Neural Backbone for Mixed-Integer Linear Optimization via Dual Attention
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Abductive Reasoning with Probabilistic Commonsense
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Stratified Contrastive Learning with Upstream Augmentation for MILP Branching
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Large Neighborhood Search: Scalable Set Cover Optimization via Discrete Diffusion
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Problem Distributions as Tasks: Repurposing Meta Learning for Generative Combinatorial Optimization towards Multi-task Pretrain and Adaptation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Optimal Robustness in Learning-Augmented Paging
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning-augmented Rent-or-Buy with a Sample
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DynaSchedBench: Calibrated Dynamic Scheduling Benchmarks and Observability Paradox in LLM-based Scheduling Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Permutation from Structure Without Supervision
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsupervised Neural Langevin Sampler for Mixed Integer Linear Programming
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ECCO: Evidence-Driven Causal Reasoning for Compiler Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Instance-Specific Approximation Ratios for Correlation Clustering and Max-Cut
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conformal Prediction for Early Stopping in Mixed Integer Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RouteFinder: Towards Foundation Models for Vehicle Routing Problems
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsupervised Diffusion for Combinatorial Optimization via Adjoint Matching
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Approximation Algorithm for Graph Label Selection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Compact Conformal Subgraphs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preference-Modulated Structural Attention for Multi-Objective Combinatorial Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PoMtVRS: Preference-Optimized Multi-Task Vehicle Routing Solver with Preference Gating
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Matroid Algorithms Under Size-Sensitive Independence Oracles
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning-Augmented Scalable Linear Assignment Problem Optimization via Neural Dual Warm-Starts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RL-SPH: Learning to Achieve Feasible Solutions for Integer Linear Programs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal and Scalable MAPF via Multi-Marginal Optimal Transport and Schrödinger Bridges
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evolving Interdependent Operators with Large Language Models for Multi-Objective Combinatorial Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$A_2$DEPT: Large Language Model–Driven Automated Algorithm Design via Evolutionary Program Trees
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Neural Approximation Is Rarely Justified for Hard Combinatorial Problems
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Solipsistic superintelligence is unlikely to be cooperative
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Role-Level Inductive Bias for Cross-Task Generalization in Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse Topology-Aware Pairwise Scoring for Large-Scale Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Multi-Agent Environment Co-Design with Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CooT: Learning to Coordinate In-Context with Coordination Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Artificial Intelligence Needs Meta Intelligence - the Case for Metacognitive AI
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Moving Out: Physically-grounded Human-AI Collaboration
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Offline Multi-agent Continual Cooperation via Skill Partition and Reuse
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized and Disentangled Task–Role Representation Learning for Generalizable Offline Multi-Agent Meta Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HPS: Hyperspherical Parameter Sharing for Efficient Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Complete Multi-Agent Coordination Policy Learning via Denoising Maximum Entropy Optimization
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fault Tolerant Multi-Agent Learning with Adversarial Budget Constraints
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Offline Multi-Agent Reinforcement Learning via Sequential Score Decomposition
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NAVIGATE: Evaluating Visual-Guided Search Decision-Making on the Open Web
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Factored Value Functions for Graph-Based Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Selective Concept Bottleneck Models Without Predefined Concepts
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Base Models Know How to Reason, Thinking Models Learn When
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Token-Efficient Change Detection in LLM APIs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Domain Restriction via SAE Multi-Layer Transitions
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How Language Models Process Negation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The ACE Protocol: Operationalizing Language Model Activations for Better Calibration and Utility
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Query Circuits: Explaining How Language Models Answer User Prompts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SVD as a Fast Interpretability Method for Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning a Generative Meta-Model of LLM Activations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM Self-Recognition: Steering and Retrieving Activation Signatures
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Biases in the Blind Spot: Detecting What LLMs Fail to Mention
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decomposing Query-Key Feature Interactions Using Contrastive Covariances
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating and Steering Modality Preferences in Multi-modal LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mixture of Concept Bottleneck Experts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimensional Collapse in Transformer Attention Outputs: A Challenge for Sparse Dictionary Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tracing the Persona Circuit: How Large Language Models Encode and Express Character Traits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Do Natural Language Interpretability Methods Convey Privileged Information?
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Selective Disclosure Watermarking for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Certified Circuits: Stability Guarantees for Mechanistic Circuits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RAIGen: Rare Attribute Identification in Text-to-Image Generative Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Textual Supervision Enhances Geospatial Representations in Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Probing Cross-modal Information Hubs in Audio-Visual LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Hallucinations Undermine Trust; Metacognition is a Way Forward
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
C$^{2}$R: Cross-sample Consistency Regularization Mitigates Feature Splitting and Absorption in Sparse Autoencoders
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hidden in Plain Tokens: Simply Robust, Gradient-Free Watermark for Synthetic Audio
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Distributional View for Visual Mechanistic Interpretability: KL-Minimal Soft-Constraint Principle
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Realignment Problem: When Right becomes Wrong in LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Split Personality Training: Revealing Latent Knowledge Through Alternate Personalities
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Secret Engine Behind RLHF: It's Contarstive Learning All Along
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MESA: Improving MoE Safety Alignment via Decentralized Expertise
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Stop Using Culturally Biased Human Cognitive Benchmarks to Evaluate LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Disentangled Preference Optimization Dynamics
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM-Based Social Simulations Require a Boundary
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Anthropomorphic Misalignment Research Needs Stronger Evidence
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Discovering Implicit Large Language Model Alignment Objectives
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: We Need Large Language Models Optimized For Our Well-Being
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GenAlign: Towards Unified Alignment Framework of MLLMs via Generative Reward Model
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Corrigibility Transformation: Constructing Goals That Accept Updates
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLMs Should Incorporate Explicit Mechanisms for Human Empathy
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoCo-EA: Exploiting Adversarial Mode Connectivity for Efficient Evolutionary Attacks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: We Need A Unified Definition of Hallucination (It’s The World Model, Stupid!)
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Automatically Finding Reward Model Biases
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Culturally Aligned LLMs through Ontology-Guided Multi-Agent Reasoning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How RLHF Amplifies Sycophancy
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IRIS: Implicit Reward-Guided Internal Sifting for Mitigating Multimodal Hallucination
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transitivity Meets Cyclicity: Explicit Preference Decomposition for Dynamic Large Language Model Alignment
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conflict-Aware Adaptive Alignment for LLM Hallucination Mitigation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Expectation Alignment of Language Models for Real-World User Expectations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Visual Hallucinations via Semantic Curriculum Preference Optimization in MLLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Scale is a False Promise for Endangered Languages
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Capability-Oriented Training Induced Alignment Risk
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Furina: Fragmented Uncertainty-Driven Refusal Instability Attack
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Functional Correctness of Large Code Models with Selective Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STARE: Step-wise Temporal Alignment and Red-teaming Engine for Multi-modal Toxicity Attack
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Debate with Images: Detecting Deceptive Behaviors in Multimodal Large Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Speech-Audio Compositional Attacks on Multimodal LLMs and Their Defense with SALMONN-Guard
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Securing Multimodal AI through Internal Information Decomposition
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Meerkat-VL: Implicit Risk Safety Alignment in Multimodal LLMs via Perceptual Reasoning and Self-Verification
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SARSteer: Safeguarding Large Audio Language Models via Safe-Ablated Refusal Steering
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Safe AI Should be Resistant and Resilient in an Evolving World
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OpenDeception: Learning Deception and Trust in Human–AI Interaction via Multi-Agent Simulation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Faithful Mobile GUI Agents with Guided Advantage Estimator
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How does information access affect LLM monitors' ability to detect sabotage?
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proactive Defense Benchmark against Deepfake Generation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM Agents Are the Antidote to Walled Gardens
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Metis: Learning to Jailbreak LLMs via Self-Evolving Metacognitive Policy Optimization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Monitoring Monitorability
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploration Hacking: LLMs Can Learn to Resist RL Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reflector: Internalizing Step-wise Reflection against Indirect Jailbreaks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CORE: Conflict-Oriented Reasoning for General Multimodal Manipulation Detection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning Models Struggle to Control their Chains of Thought
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Accountable Deployment of Agentic AI Demands Layered, System-Level Interpretability
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
More Sail than Ballast: Addressing Harmful Knowledge Leakage in the Expansive Reasoning Space of LRMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Child Safety Necessitates New Approaches to AI Safety
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Efficient Guardrails for Compliance
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Safe Models Do Not Guarantee Safe Societies: The Case for Sociopolitical Risk
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fleet: Few-Shots Lead Effective AIGI Detection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Are Your Agents Upward Deceivers?
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Collaborative Disagreement Resolution for Scalable Oversight
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Noise Sensitivity Exponent Controls Large Statistical-to-Computational Gaps in Single- and Multi-Index Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Padded Transformer Expressivity: Which Architectural Choices Matter and Which Don't
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fine-Tuning Without Forgetting In-Context Learning: A Theoretical Analysis of Linear Attention Models
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Error Propagation and Model Collapse in Diffusion Models: A Theoretical Study
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sobolev Regularized Score Difference Estimation in Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mixtures of geodesic factor analyzers on Riemannian homogeneous spaces
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tightening the Score Matching Gap for Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Innovation: An Almost Characterization of Hallucination
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sharp Concentration Bounds for Vector Bundle-Valued Statistics on Manifolds
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Unconstrained Self-Distillation in Ridge Regression: Strict Improvements, Precise Asymptotics, and One-Shot Tuning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semi-knockoffs: a model-agnostic conditional independence testing method with finite-sample guarantees
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Theoretical Characterization of Generalization in Knowledge Distillation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ideal Attribution and Faithful Watermarks for Language Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Asymptotically Fast Clebsch-Gordan Tensor Products with Vector Spherical Harmonics
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Statistical Framework for Analyzing Specification Resistance to Learnware-Inversion Risks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Single-Head Attention in High Dimensions: A Theory of Generalization, Weights Spectra, and Scaling Laws
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On The Variability Of Concept Activation Vectors
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Utility Boundary of Dataset Distillation: Scaling and Coverage Laws
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
General Quantification of Covariate and Concept Shifts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Likelihood Matching for Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universal Learning of Nonlinear Dynamics
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Width Independent Bounds for the Local Lipschitz Constant of Deep Neural Networks at Random Initialization and after Lazy Training
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Expressivity Limits of Transformers
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Implicit Bias of Adam and Muon on Smooth Homogeneous Neural Networks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-Free Guided Diffusion for Planning: A Unified Framework via Doob’s h-Transform with Safety Guarantees
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Minimum Depth and Width of Floating-Point Neural Networks for Representing Floating-Point Functions
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Demystifying LLM-as-a-Judge: Analytically Tractable Model for Inference-Time Scaling
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Muon in Associative Memory Learning: Training Dynamics and Scaling Laws
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Finite-Width Neural Tangent Kernels from Feynman Diagrams
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Early Directional Convergence in Deep Homogeneous Neural Networks for Small Initializations
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A unified theory of feature learning in RNNs and DNNs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Length Generalization Bounds for Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Geometry-Based View of Mahalanobis OOD Detection
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The impact of LoRA on Oversmoothing $\colon$ Understanding Catastrophic Forgetting in Mean-Field Attention Dynamics
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transformers with RL or SFT Provably Learn Sparse Boolean Functions, But Differently
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attention Implements the Fisher Geometry of Exponential Families
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Framework for Understanding Learnability in Transformers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Entropic Signature of Class Speciation in Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamics of neural scaling laws in random feature regression with powerlaw-distributed kernel eigenvalues
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An analytic theory of convolutional neural network inverse problems solvers
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimization, Generalization and Differential Privacy Bounds for Gradient Descent on Kolmogorov–Arnold Networks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: The Turing-Completeness of Real-World Autoregressive Transformers Relies Heavily on Context Management
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Bandit Algorithms for Contextual Matching Markets
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Data-Source Adaptive Online Learning under Heteroscedastic Noise
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Follow-the-Perturbed-Leader for Decoupled Bandits: Best-of-Both-Worlds and Practicality
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized Online Convex Optimization with Efficient Communication: Improved Algorithm and Lower Bounds
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bandit Social Leaning Dynamics with Exploration Episodes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generalized Linear Bandits with Memory
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tighter Regret Lower Bound for Gaussian Process Bandits with Squared Exponential Kernel in Hypersphere
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized Bandits without Global Clock for Dynamic Matching Market
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Logistic Bandits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contextual Slate GLM Bandits with Limited Adaptivity
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Practical and Optimal Algorithm for Linear Contextual Bandits with Rare Parameter Updates
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Finite and Corruption-Robust Regret Bounds in Online Inverse Linear Optimization under M-Convex Action Sets
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Algorithms for Nash Welfare in Linear Bandits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bilinear Bandits with Partially Observable Features
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Perturbation Approach to Unconstrained Linear Bandits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regret Minimization With a Crowd of Awakening Experts
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sampling and Identity-Testing Without Approximate Tensorization of Entropy
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Approximating f -Divergences with Rank Statistics
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimension-Free Multimodal Sampling via Preconditioned Annealed Langevin Dynamics
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GAAVI: Global Asymptotic Anytime Valid Inference for the Conditional Mean Function
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Supervised Guidance Training for Infinite-Dimensional Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Error Analysis of Discrete Flow with Generator Matching
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Corrected Samplers for Discrete Flow Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimension-Independent Convergence of Underdamped Langevin Monte Carlo in KL Divergence
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Probably Approximately Correct Labels
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Calibrated Preference Learning: The Case of Label Ranking
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimension-free convergence of diffusion models for approximate Gaussian mixtures
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Statistically Undetectable Backdoors in Deep Neural Networks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mind the Gap: Catching Hallucinations via Evidence Drop on the Reasoning Manifold
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Decision-Making Based on Prediction Sets
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Convergence of Score-Based Diffusion Models via Prediction-Correction
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Logit Distance Bounds Representational Similarity
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Signal Strength Estimation in Logistic Regression Using Data Splitting
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mean-Shift PCA by Knockoff Mean
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Simple Unbiased Derivative Free Inference-Time Scaling for Diffusion Models via Sequential Monte Carlo on Path Measures
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dependence-Aware Label Aggregation for LLM-as-a-Judge via Ising Models
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Studentized Spherical Harmonics–Based Nonparametric Two-Sample Test for Compositional and Directional Data
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WildCat: Near-Linear Attention in Theory and Practice
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learn to change the world: Multi-level reinforcement learning with model-changing actions
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Minimax Optimal Strategy for Delayed Observations in Online Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Reinforcement Learning in a Sample-Efficient Setting
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Programming for Epistemic Uncertainty in Markov Decision Processes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning with Action-Triggered Observations
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A World in Pieces: Structural Certification of General Agents
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chebyshev Policies and the Mountain Car Problem: Reinforcement Learning for Low-dimensional Control Tasks
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Compositional Behavioral Semantics and Metrics for State Abstraction in Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Well-Posed KL-Regularized Control via Wasserstein and Kalman–Wasserstein KL Divergences
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Value Function Semi-Algebraic Set in Partially Observable Markov Decision Processes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Computational Barrier: Provably Efficient Actor–Critic for Low-Rank MDPs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Regret for Policy Optimization in Contextual Bandits
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-agent imitation learning with function approximation: linear Markov games and beyond
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Noise as a Natural Regularizer in Markov Decision Processes: Connecting Environmental Stochasticity and Policy Simplicity
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Behavior Cloning with Action Quantization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reusing Trajectories in Policy Gradients Enables Fast Convergence
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mirror Descent Policy Optimisation for Robust Constrained Markov Decision Processes
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Optimal Regret for Policy Optimization in Contextual MDPs with General Offline Function Approximation
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Commit to the Bit: Reactive Reinforcement Learning Done Right
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Difference Learning with Compressed Updates: Error-Feedback meets Reinforcement Learning
[
URL]
[ OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Posterior Sampling Reinforcement Learning with Gaussian Processes for Continuous Control: Sublinear Regret Bounds for Unbounded State Spaces
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Value Aggregation with Uncertainty in Online Decentralized MARL
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Constrained Meta Reinforcement Learning with Provable Test-Time Safety
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Best-of-Both-Worlds for Heavy-Tailed Markov Decision Processes
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Linear Recurrent Memory Works in Partially Observable Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding the Performance Gap in Preference Learning: A Dichotomy of RLHF and DPO
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Minimax Multi-Objective RL under Predictable Adversarial Preferences and Preference-Free Exploration in Linear MDPs
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Achieving Optimal Strong Regret and Constraint Violation via Computational Efficient Model-free RL
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Convergence of Two-Timescale Stochastic Approximation with Markovian Samples and Applications in Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking the Hardness of PbRL: A Provable General Regret Bound
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Correct: Reinforcement Learning for Multi-Attempt Chain-of-Thought
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Offline Two-Player Zero-Sum Markov Games with KL Regularization
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Parameter-Free Temporal Difference Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exact Unlearning in Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Secure Multi-agent Reinforcement Learning for Service Systems with Affinity and Byzantine Nodes: Stability Analysis and Protection Design
[
OpenReview]
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