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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3315
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories?
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #504
Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1301
Ubiquity of Emergent Hebbian Dynamics in Regularized Learning
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #707
SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3917
Asymmetric Multi-View Clustering with Hyperbolic Uncertainty Modeling
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #702
XDomainBench: Diagnosing Reasoning Collapse in High-Dimensional Scientific Knowledge Composition
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #712
MALICE: Memory-aware Loop Invariants Generation on Symbolic Execution Traces
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #705
TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3600
Learning Dynamics of Zeroth-Order Optimization: A Kernel Perspective
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #805
SpaceVista: All-Scale Visual Spatial Reasoning from mm to km
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OpenReview]
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #125
StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #709
QuArch: A Benchmark for Evaluating LLM Reasoning in Computer Architecture
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2013
Learning GUI Grounding with Spatial Reasoning from Visual Feedback
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OpenReview]
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #703
Towards Solving the Gilbert-Pollak Conjecture via Large Language Models
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3402
AutoWebWorld: Synthesizing Infinite Verifiable Web Environments via Finite State Machines
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2102
Enhancing Neural Theorem Proving via High-Quality Proof Selection and Verifier Feedback
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #713
JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2714
Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4311
Evaluating AI Grading on Real-World Handwritten College Mathematics: A Large-Scale Study Toward a Benchmark
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #714
From Guessing to Placeholding: A Cost-Theoretic Framework for Uncertainty-Aware Code Completion
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #708
SWE-fficiency: Can Language Models Optimize Real-World Repositories on Real Workloads?
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2214
Closing the Loop: Universal Repository Representation with RPG-Encoder
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4107
Position: Interestingness is an Inductive Heuristic for Future Compression Progress
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3400
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #716
EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1814
Reasoning-Driven Synthetic Data Generation and Evaluation
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #704
Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4013
WET: Mitigating World-Conditioned Knowledge Conflicts via World Entropy Tethering
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2413
SAC-Opt: Semantic Anchors for Iterative Correction in Optimization Modeling
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #715
Fix the Mind, Not the Move: Interpretable AI Assistance via Knowledge-Gap Localization
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3601
LithoDreamer: A Physics-Informed World Model for Multi-Stage Computational Lithography
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1203
EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1213
Position: The Inevitable Transition to Machine Learning in Quantum Chemistry
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1200
TerraBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1112
WF-Bench: A Benchmark for Neural-Network WaveFunction Expressivity and Scaling Laws
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1210
Neural Quantum States in Mixed Precision
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1206
JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1212
Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1205
From Basis to Basis: Gaussian Particle Representation for Interpretable PDE Operators
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1209
Neural Minimum Weight Perfect Matching for Quantum Error Codes
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1211
PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
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OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1113
TriForces: Augmenting Atomistic GNNs for Transferable Representations
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1215
ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1114
TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1204
Efficient Prediction of SO(3)-Equivariant Hamiltonian Matrices via SO(2) Local Frames
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1202
Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1214
Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1208
MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1207
LeakGFN: Robust Molecular Generation in Generative Flow Networks via Flow Decomposition
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1201
Coupled Cluster con MoLe: Molecular Orbital Learning for Neural Wavefunctions
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3914
Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2717
Latent Diffusion Pretraining for Crystal Property Prediction
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #613
Inference-time optimization for experiment-grounded protein ensemble generation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4309
Learning Situated Awareness in the Real World
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1100
Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4417
T-Edit: Triple-Branch Diffusion Anchoring for Consistent Editing
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4601
ImpText: A Benchmark and Tool-Augmented Framework for Implicit Text Reasoning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4602
ManiSoft: Towards Vision-Language Manipulation for Soft Continuum Robotics
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1010
From Correspondence to Actions: Human-Like Multi-Image Spatial Reasoning in Multi-modal Large Language Models
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1111
Don't Forget Why You Started: Tackling Dual Forgetting in Vision-Language Continual Learning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1106
Artemis: Structured Visual Reasoning for Perception Policy Learning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #815
VisionPulse: Dynamic Visual Sparsity for Efficient Multimodal Reasoning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #915
Linguistic Relative Policy Optimization for Video Anomaly Reasoning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #802
STORM: Segment, Track, and Object Re-Localization from a Single Image
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #904
RSAgent: Learning to Reason and Act via Multi-Turn Tool Invocations for Text-Guided Segmentation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2712
Referring Multiple Regions with Large Multimodal Models via Contextual Latent Steering
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1013
IVQA-LD: Inclusive Multimodal Understanding for Population with Limb Deficiency
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Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1012
Hermes: An Evidence-Driven Agentic Framework for Trustworthy and Explainable AI-Generated Video Detection
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #814
VideoVeritas: AI-Generated Video Detection via Perception Pretext Reinforcement Learning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #907
PhaseAlign: Complex Phase Alignment for Stable Open-Vocabulary Semantic Segmentation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1107
AURA: Visually Interpretable Affective Understanding via Robust Archetypes
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1014
InfoGeo: Information-Theoretic Object-Centric Learning for Cross-View Generalizable UAV Geo-Localization
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1002
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #813
VideoLoom: A Video Large Language Model for Joint Spatial-Temporal Understanding
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1003
Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #404
Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2808
Attend to Anything: Foundation Model for Unified Human Attention Modeling
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1110
Don't Overthink with Pixels: Efficient Reasoning for Segmentation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1006
Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #902
Real-Time Visual Attribution Streaming in Thinking Model
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #801
SLIP-RS: Structured-Attribute Language-Image Pre-Training for Remote Sensing Object Detection
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3312
Inside the Visual Mind: Neuroscience-Motivated Concept Circuits for Interpreting and Steering Vision Transformers
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1011
From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #900
SCalDA: Semantics-Calibrated and Diffusion-Enhanced Data Augmentation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #910
NoiseSDF2NoiseSDF: Learning Clean Neural Fields from Noisy Supervision
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1009
From Blind Spots to Gains: Diagnostic-Driven Iterative Training for Large Multimodal Models
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #903
RVAS: Referring Video Active Exploration and Segmentation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1004
FAIL: Flow Matching Adversarial Imitation Learning for Image Generation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #808
Temporal-aware Flow Matching for Video Generation with Temporally Coherent Motion
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #108
WorldCompass: Reinforcement Learning for Long-Horizon World Models
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2610
Hierarchical Image Tokenization for Multi-Scale Image Super Resolution
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #810
Unified Multimodal Visual Tracking with Dual Mixture-of-Experts
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2904
Video-SVD: Efficient Video Diffusion via Orthogonal Basis Composition
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #901
Resolution as a Direction: Vector-Panning Feature Alignment for Cross-Resolution Re-Identification
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1104
Breaking the Synthetic-Real Domain Shortcut for Training-Free Generative Replay-based Class Incremental Learning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2702
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #809
TurboGS: Accelerating 3D Gaussian Splatting via Error-Guided Sparse Pixel Sampling and Optimization
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1101
CSD: Content-aware Speculative Decoding for Efficient Image Generation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #908
PMSPO: Progressive Matching and Semantic-Aware Policy Optimization for Camouflaged Object Detection
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2514
OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #906
PhoStream: Benchmarking Real-World Streaming for Omnimodal Assistants in Mobile Scenarios
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #800
SCoA: Revisiting Domain Generalized Object Detection with Style-Conditioned Adaptation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #905
Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2506
ScalingAR: Scaling Confidence for Autoregressive Image Generation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1015
Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolution
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1005
FlowSeg: Dynamic Semantic Guidance for LLM-Conditioned Segmentation
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #812
Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1008
From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3614
LieWarper: Geometry-Aware Motion Transfer via Lie Algebra
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1000
Context Forcing: Consistent Autoregressive Video Generation with Long Context
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2805
TAGRPO: Boosting GRPO on Image-to-Video Generation with Direct Trajectory Alignment
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1105
Benchmarking and Enhancing VLM for Compressed Image Understanding
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1007
FrameOracle: Learning What to See and How Much to See in Videos
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #606
DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #615
MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #614
InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #509
Salus: Strategic Diagnostic Testing for Complex Diagnosis via Multi-Agent Reinforcement Learning
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #512
Position: Medical AI Neglects Real Treatment Outcomes
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #602
Beyond Accuracy: Latent Perturbations for Cognitive-Aware Diagnosis
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4411
Learning Treatment Allocations with Risk Control Under Partial Identifiability
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #612
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #700
Automatic Construction of Clinical Scoring Systems with LLM Agents
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3311
Position: Genomic Model Research Must Move Beyond Anecdotal Evaluation of Interpretability Methods
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #510
Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #608
Evidential Reasoning Advances Interpretable Real-World Disease Screening
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #611
Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #610
FACT: Fuzzy Alignment with Comorbidity Topology for Reliable Multi-Label Medical Image Diagnosis
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #603
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #605
ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #607
Dynamic Decision Learning: Test-Time Evolution for Abnormality Grounding in Rare Diseases
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Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #514
PPI Candidate Ranking: Large-Scale Evaluation of a Domain Knowledge–Guided Pipeline
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #616
Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #604
CLINIC : Evaluating Multilingual Trustworthiness in Language Models for Healthcare
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #511
Process Reward Agents for Steering Knowledge-Intensive Reasoning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #515
Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #507
The Double Dilemma in Multi-Task Radiology Report Generation: A Gradient Dynamics Analysis and Solution
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #701
Ophiuchus: Incentivizing Tool-augmented ''Think with Images'' for Joint Medical Segmentation, Understanding and Reasoning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #513
PathwayLLM: Explainable Clinical Trajectory Modeling with Structured Pathways for Sepsis Prediction
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #601
Benchmarking the Scientific Mind: A Pathology-Derived Biomedical VQA Benchmark for Complex Scientific Reasoning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #505
TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #609
Exploring Accurate and Transparent Domain Adaptation in Predictive Healthcare via Concept-Grounded Orthogonal Inference
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #506
Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #600
Agentic Framework for Epidemiological Modeling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #516
ORBIT: A Prognostic World Model for Ocular Reasoning Based on Imagined Trajectories
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #816
BioAgent Bench: An AI Agent Evaluation Suite for Bioinformatics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3604
Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2207
ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3108
Does AI Reviewer See the Full Picture? Attacking and Defending Multimodal Peer Review
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #214
EVOLVING ROLLOUTS: Harnessing Historical Experience for Web Agent Evolution in Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3102
MusicDET: Zero-Shot AI-Generated Music Detection
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1604
Understanding Performance Collapse in Layer-Pruned Large Language Models via Decision Representation Transitions
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #502
CRPO: Character-centric Group Relative Policy Optimization for Role-aware Reasoning in Role-playing Agents
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4011
Minimizing Mismatch Risk: A Prototype-Based Routing Framework for Zero-shot LLM-generated Text Detection
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #400
Hybrid-Gym: Training Coding Agents to Generalize Across Tasks
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3609
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2511
Optimizing Diversity and Quality through Base-Aligned Model Collaboration
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3409
ADEPT: RL-Aligned Agentic Decoding of Emotion via Evidence Probing Tools — From Consensus Learning to Ambiguity-Driven Emotion Reasoning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2001
FactGuard: Agentic Video Misinformation Detection via Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3406
Large Language Model Agents Are Not Always Faithful Self-Evolvers
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1714
Safe and Scalable Web Agent Learning via Recreated Websites
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #401
IntentRL: Training Proactive User-intent Agents for Open-ended Deep Research via Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #403
Scaling Behavior in Model Fine-tuning for Audio DeepFake Detection
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #500
EGG: An Expert-Guided Agent Framework for Kernel Generation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #503
Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #501
Convex Low-resource Accent-Robust Language Detection in Speech Recognition
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #402
Learning to Route Languages for Multilingual Policy Optimization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2200
AdaMEM: Test-Time Adaptive Memory for Language Agents
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #405
Uncertainty-Aware Clarification in LLM Agents with Information Gain
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4100
Improving Topic Modeling by Distilling Soft Labels from Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4310
From Shortcuts to Reasoning: Robust Post-Training of Theory of Mind with Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #412
MindZero: Learning Online Mental Reasoning With Zero Annotations
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #411
MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #308
ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #311
Temporal Weighted Encoding: Towards Maximal-Capacity Spike Coding for ANN–SNN Conversion
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #407
BIT-LLM: Brain Instruction Tuned LLM with persistent Cross-Attention for fMRI-to-Text Decoding
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #415
Resolving the Timestep Scaling Paradox in Spiking Neural Networks with a Timestep-Scalable Neuron Model
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #710
NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #410
LIF Recurrent Memory Enables Long-Horizon Spiking Computation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #408
Bullet Trains: Parallelizing Training of Temporally Precise Spiking Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #413
Practical Mechanism for Fault-Tolerant Spiking Neural Networks via Simple Input Control Based on Learnable Fragmentation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #312
SpikingLM: Towards Fully Spiking Language Model
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #310
Training Deep Spiking Neural Networks without Normalization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #315
SmoothSpike: Spiking Transformer with Learnable Hadamard Transformation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #313
Spike-HTR: Spiking Neural Transformer for Handwritten Text Recognition
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #414
ROAMM: A Benchmark Dataset for Multimodal Human Attention Decoding and EEG-to-Text Modeling During Naturalistic Reading
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2710
SVL: Empowering Spiking Neural Networks for Efficient 3D Open-World Understanding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #416
Rethinking Attention in Spiking Transformers: Overcoming Density Bias with Set Similarity
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #314
Spik4lite: Refactoring Neuromorphic Sparsity for Efficient Spiking Neural Networks on Commodity Edge Devices
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #406
AdaS: Adaptive Gradient Descent for Spiking Transformers
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #409
Efficiently Training Time-to-First-Spike Spiking Neural Networks from Scratch
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3000
A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #316
SMM Transformer: Leveraging Spiking Neural Networks for Multimodal Tasks
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #309
UniSparse: Combining Weight Pruning and Spike Sparsification in Spiking Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #307
DriveWorld-VLA: Unified Latent-Space World Modeling with Vision–Language–Action for Autonomous Driving
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #202
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1108
A Very Big Video Reasoning Suite
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2804
Spectral Collapse Drives Loss of Plasticity in Deep Continual Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4313
Dual-stage Contrastive Learning-enhanced Multi-view Variational Clustering
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3002
Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4303
CAffNet: Hard Constraint-Affine Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #115
Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4300
The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2902
Connecting Independently Trained Modes via Layer-Wise Connectivity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #107
Towards Spectroscopy: Susceptibility Clusters in Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1509
Temporal Straightening for Latent Planning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1803
Procedural Generation Of Algorithm Discovery Tasks in Machine Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2612
LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2903
Who Said Neural Networks Aren't Linear?
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #806
SpecPL: Disentangling Spectral Granularity for Prompt Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2800
Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4200
Little By Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2008
JADE: Bridging the Strategic-Operational Gap in Dynamic Agentic RAG
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4014
Seeing is Solving: Unlocking Efficient Multimodal RL via View Alignment
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1508
TrustworthyQENN: A Quantum Evidential Neural Network Based on Complex-Valued Contrastive Learning for Uncertainty Pattern Classification
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2906
Symmetry Reveals the In-Context Classifier: Transformers Implement Mean-Shift Dynamics
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1314
Deep Single-Index Fréchet Regression
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3001
Depth-Progressive Monotonic Learning without Global Backpropagation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2414
Learning Multi-Agent Coordination via Sheaf-ADMM
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4312
Data Agent: Learning to Select Data via End-to-End Dynamic Optimization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1811
Random Scaling of Emergent Capabilities
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2012
Large Language Models as Topological Thinkers: A Benchmark on Graph Persistent Homology
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2802
Prototype-Based Test-Time Adaptation of Vision-Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1710
Seeing to Generalize: How Visual Data Corrects Binding Shortcuts
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2803
Rethinking Calibration for Early-Exit Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2505
Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2706
Towards Unified Multimodal Pretraining
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2801
Preserving Plasticity in Continual Learning via Dynamical Isometry
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4604
Residual Context Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3606
AsyncSpade: Efficient Test-Time Scaling with Asynchronous Sparse Decoding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2914
Prism: Spectral-Aware Block-Sparse Attention
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2911
RAT+: Train Dense, Infer Sparse - Recurrence Augmented Attention for Dilated Inference
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3009
FiX: Introducing Fine-grained Forget Gate into Softmax Attention
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3015
MDN: Parallelizing Stepwise Momentum for Delta Linear Attention
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4012
Decoupling The "What" and "Where" With Polar Coordinate Positional Embedding
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1606
In-Context Universal Approximation, Compositional Generalization, and Algorithm Emulation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3012
Hamiltonian Asymmetric Fusion: One-Way Safe Directed Refinement under Modality Imbalance
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3004
A Provable Expressiveness Hierarchy in Hybrid Linear-Full Attention
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4010
ATLAS: Learning to Optimally Memorize the Context at Test Time
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3016
Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2910
Scalable Medical Multimodal Fusion via Symmetric Consistency Modeling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2915
Preconditioned DeltaNet: Curvature-aware Sequence Modeling for Linear Recurrences
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4009
PRISM: Parallel Residual Iterative Sequence Model
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3013
Induction Heads Interpolate N-Grams
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2912
Q-Delta: Beyond Key–Value Associative State Evolution
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3014
Learning to Remember, Learn, and Forget in Attention-Based Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2916
Not All Answers Are Contextually Persuadable: Inference Dynamics in Large Language Models under Contextual Influence
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3011
Functional Attention: From Pairwise Affinities to Functional Correspondences
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2306
Rotary Position Encodings for Graphs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2908
Stem: Rethinking Causal Information Flow in Sparse Attention
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2913
Prototype Transformer: Towards Language Model Architectures Interpretable by Design
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3008
Faster Than Flash: Exploiting Attention Sparsity for Efficient Long-Context Decoding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2909
Sparser Block-Sparse Attention via Token Permutation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2115
Compressed Sensing for Capability Localization in Large Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2211
Chain-of-Thought Gradient Descent
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3006
EchoAttention: Exploiting Token-Pair Redundancy and Frame-Block Similarity for Efficient Video Generation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2907
Stochastic Sparse Attention for Memory-Bound Inference
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2905
TileSparse: Arithmetic-Intensity-Aware Sparse Attention for Compute-Bound LLM Decoding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4307
Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3005
Attention with Routed-Memory for Learnable Sparse Control
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3007
Faster Query-Key Learning Sharpens Attention in Self-Attention Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2807
Alethia: a Foundational Encoder for Voice Deepfakes
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2711
Relational In-Context Learning via Synthetic Pre-training with Structural Prior
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #911
ScreenParse: Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1001
Curriculum Reinforcement Learning for Black-Box Prompt Tuning via Large Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2812
From Zero to Hero: Advancing Zero-Shot Foundation Models for Tabular Outlier Detection
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2411
GraphPFN: A Prior-Data Fitted Graph Foundation Model
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2809
ConceptMoE: Adaptive Token-to-Concept Compression for Implicit Compute Allocation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3603
LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #913
Long Grounded Thoughts: Synthesizing Visual Problems and Reasoning Chains at Scale
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2705
UI2Code^N: UI-to-Code Generation as Interactive Visual Optimization
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3316
SwiftPFN: Revisiting Row-Wise Attention–Only Tabular Foundation Models with Adaptive Early Exit
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3608
InfoDLM: an Information-Adaptive Framework for Discrete Diffusion Language Model Pretraining
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2708
TabICLv2: A Better, Faster, Scalable, and Open Tabular Foundation Model
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2715
PluRel: Synthetic Data unlocks Scaling Laws for Relational Foundation Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1706
Synergistic Intra- and Cross-Layer Regularization Losses for MoE Expert Specialization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2816
NanoFLUX: Distillation-Driven Compression of Large Text-to-Image Generation Models for Mobile Devices
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2704
h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2813
Graph is a Substrate Across Data Modalities
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2814
Is One Layer Enough? Understanding Inference Dynamics in Tabular Foundation Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2707
Toward Effective Multimodal Graph Foundation Model: A Divide-and-Conquer Based Approach
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3010
FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2810
DTop-p MoE: Sparsity-Controlled Dynamic Top-p MoE for Foundation Model Pre-training
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #209
When Data Is Scarce: Scaling Sparse Language Models with Repeated Training
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2716
No Need to Train Your RDB Foundation Model
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1816
Regression Language Models for Code
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2811
End-to-End Compression for Tabular Foundation Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2407
GFMate: Empowering Graph Foundation Models with Test-time Prompt Tuning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2500
Test-Time Anchoring for Discrete Diffusion Posterior Sampling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2101
Information-Geometric Adaptive Sampling for Graph Diffusion
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2614
Latent-Guided Cooperative Energy-Based Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2701
Calibrated Test-Time Guidance for Bayesian Inference
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4008
Variational Entropic Optimal Transport
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2515
Multi-Objective Protein Design via Memory-Aware Test-Time Scaling in Diffusion Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2510
Physics-Informed Diffusion Models in Spectral Space
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2604
EigenCache: Rethinking Diffusion Acceleration as Covariance-Optimal Forecasting and Submodular Information Allocation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2602
Diffusion Bridge or Flow Matching? A Unifying Framework and Comparative Analysis
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2613
Diffusion Controller: Framework, Algorithms and Parameterization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2502
Stabilizing Reinforcement Learning for Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2215
CoFrGeNet: Continued Fraction Architectures for Language Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2600
Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2512
OneSearch: A Preliminary Exploration of the Unified End-to-End Generative Framework for E-commerce Search
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1801
Predicting Future Utility: Global Combinatorial Optimization for Task-Agnostic KV Cache Eviction
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2606
Exploring and Exploiting Stability in Latent Flow Matching
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #109
UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1109
Embedding-perturbed Exploration Preference Optimization for Flow Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3510
Breaking the Factorization Barrier in Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3909
Lookahead Path Likelihood Optimization for Diffusion LLMs
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2503
Spectral Guidance for Flexible and Efficient Control of Diffusion Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2615
Logical Guidance for the Exact Composition of Diffusion Models
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2609
General and Efficient Steering of Unconditional Diffusion Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #909
Optimizing Visual Generative Models via Distribution-wise Rewards
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2608
Flash-VAED: Plug-and-Play VAE Decoders for Efficient Video Generation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2700
Concept Removal for Frontier Image Generative Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2513
One-step Latent-free Image Generation with Pixel Mean Flows
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2504
Spectral Evolution Search: Efficient Inference-Time Scaling for Reward-Aligned Image Generation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2601
Designing a Conditional Prior Distribution for Flow-Based Generative Models
[
Poster]
[
URL]
[ OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #912
MAMBO-G: Magnitude-Aware Mitigation for Boosted Guidance
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #914
LiteVSR: Lightweight Adaptation of Frozen Diffusion Transformers for Video Super-Resolution
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2401
Trajectory Consistency for One-Step Generation on Euler Mean Flows
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #208
Distribution Matching Variational AutoEncoder
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2605
End-to-End Autoregressive Image Generation with 1D Semantic Tokenizer
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2611
LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency Experts
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #916
LayerT2V: A Unified Multi-Layer Video Generation Framework
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3407
Mode Seeking meets Mean Seeking for Fast Long Video Generation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2703
A Diffusive Classification Loss for Learning Energy-based Generative Models
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2603
DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2501
Relighting as a Probe of Visual Priors via Augmented Latent Intrinsics
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #803
Semantic Granularity Navigation in Image Editing
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2509
Planar Symmetric Pattern Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2616
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4003
PromptDyG: Test-Time Prompt Adaptation on Dynamic Graphs
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2303
What Information Matters? Graph Out-of-Distribution Detection via Tri-Component Information Decomposition
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2305
Sheaf Neural Networks on SPD Manifolds: Second-Order Geometric Representation Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2403
Bridging Structure and Semantics: Uncertainty-Modulated Dual-Path Diffusion for Robust Text-Attributed Graph Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4005
CCLRec: Consensus-driven Contrastive Learning for LLM-enhanced Graph Recommendation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2314
Message Passing on the Edge: Towards Scalable and Expressive GNNs
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #207
Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2302
When Do Graph Foundation Models Transfer? A Data-Centric Theory
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1115
SE3Set: Harnessing Equivariant Hypergraph Neural Networks for Molecular Representation Learning
[
Slides]
[
Poster]
[
URL]
[ OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2308
Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2409
Generative Representation Learning on Hyper-relational Knowledge Graphs via Masked Discrete Diffusion
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2311
Normality Calibration in Semi-supervised Graph Anomaly Detection
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2309
Rethinking Contrastive Learning for Graph Collaborative Filtering: Limitations and a Simple Remedy
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3404
A Graph Foundation Model with Cross-Modal Alignment and Modality-Aware Expert Fusion for Multi-Modal Graphs
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2404
CELL: A Causal Perspective for Fairness-aware Graph Adaptation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2307
Revisiting Positive Samples in Graph Contrastive Learning: From the Perspective of Message Passing
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2315
MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2406
ERAlign: Energy-based Representation Alignment of GNNs and LLMs on Text-attributed Graphs
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2408
Generalist Graph Anomaly Detection via Prototype-Based Distillation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2412
InvGNN: Learning Invertible Node Representations on Graphs
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2312
Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2310
Position: Graph Condensation Needs a Reset—Move Beyond Full-dataset Training and Model-Dependence
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2405
Clustering as Reasoning: A $k$-Means Interpretation of Chain-of-Thought Graph Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2313
Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2410
Graph-GRPO: Training Graph Flow Models with Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2304
Towards Generative Graph Matching for Graph Edit Distance Computation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2117
WebWorld: A Large-Scale World Model for Web Agent Training
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1916
MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1805
RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1715
Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2203
AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4007
Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2011
LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1915
MOC: Multi-Order Communication in LLM-based Multi-Agent Systems
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2116
ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1804
R-Diverse: Mitigating Diversity Illusion in Self-Play LLM Training
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4001
Adaptive Code Watermarking Through Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4304
ThunderAgent: A Fast, Simple, and Program-Aware Agentic Inference System
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2201
Agent Learning via Early Experience
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1609
What Do Agents Learn from Trajectory-SFT: Semantics or Interfaces?
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #117
Agent Primitives: Reuseable Latent Building Blocks for Multi-Agent Systems
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2107
Decentralized Instruction Tuning: Conflict-Aware Splitting and Weight Merging
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1611
ProtocolBench: Which LLM MultiAgent Protocol to Choose?
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2002
Federated Sketching LoRA: A Flexible Framework for Heterogeneous Collaborative Fine-Tuning of LLMs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2016
MAS-Architect: Declarative Multi-Agent System Design via Separation of Concerns
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1815
Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3100
When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1601
Training with Honeypots: Reshaping How LLMs Fail Under Adversarial Attacks
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2005
Great Minds Think Alike: Contextual Tacit Communication for Decentralized LLM-Agent Cooperation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2014
LiftQuant: Continuous Bit-Width Control for Pareto-Optimal LLM Deployment
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2210
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1909
Multi-Agent Teams Hold Experts Back
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2000
Executable Agentic Memory for GUI Agent
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4308
Outrunning LLM Cutoffs: A Live Kernel Crash Resolution Benchmark for All
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1716
Revisiting Efficiency–Accuracy Scaling in Mixture-of-Experts Architectures
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2100
EvoMAS: Evolutionary Generation of Multi-Agent Systems
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1910
MonoScale: Scaling Multi-Agent System with Monotonic Improvement
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1700
TopBench: A Benchmark for Implicit Predictive Reasoning in Tabular Question Answering
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2007
Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4612
A model of errors in transformers
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1707
Star Elastic: Many-in-One Reasoning LLMs with Efficient Budget Control
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3915
SafeSpec: Fast and Safe LLM via Dynamic Reflective Sampling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1712
Scheduling LLM Inference with Uncertainty-Aware Output Length Predictions
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2209
Bridging the Knowledge-Prediction Gap in LLMs on Multiple-Choice Questions
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3105
Safety Anchor: Defending Harmful Fine-tuning via Geometric Bottlenecks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1600
Toward Safe Quantization-Aware Fine-tuning: Understanding and Mitigating Safety Alignment Degradation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1605
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2006
How do LLMs Compute Verbal Confidence?
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2108
Data Difficulty and the Generalization–Extrapolation Tradeoff in LLM Fine-Tuning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1812
Random Selection Reveals Implicit Knowledge Consensus in Code Generation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #113
SetPO: Set-Level Policy Optimization for Diversity-Preserving LLM Reasoning
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2010
Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #305
Beyond Correctness: Distance-Based Social Dynamics of Multi-Agent Debate
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1705
T-POP: Test-Time Personalization with Online Preference Feedback
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1813
Reasoning Is Not Free: Robust Adaptive Cost-Efficient Routing for LLM-as-a-Judge
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3412
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1608
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2003
Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2114
Concept Heterogeneity-aware Representation Steering
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3401
Scheduling Thoughts: Learning the Order of Thought in Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2103
Empty Shelves or Lost Keys? Recall Is the Bottleneck for Parametric Factuality
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1900
Beyond Heuristic Tuning: Power-Calibrated LLM Watermarking
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4401
Reward Shaping for (Inference-Time) Alignment: A Stackelberg Game Perspective
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3911
Causal Direct Preference Optimization for Distributionally Robust Generative Recommendation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1612
WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3314
Beyond Fixed Biases: Decoding the Role of Reasoning Uncertainty in MLLM Modality Conflicts
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2205
An Information-Theoretic Criterion for Efficient Data Synthesis
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1610
Which Heads Matter for Reasoning? RL-Guided KV Cache Compression
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1607
VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4603
CoPE: Continual Probe-guided Expansion for Large Vision-Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2208
Break the Block: Dynamic-size Reasoning Blocks for Diffusion Large Language Models via Monotonic Entropy Descent with Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1808
REAR: Test-time Preference Realignment through Reward Decomposition
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2901
Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3217
$V_0$: A Generalist Value Model for Any Policy at State Zero
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3611
Rethinking the Trust Region in LLM Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1709
Spurious Rewards: Rethinking Training Signals in RLVR
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4017
SubspacePath Pruner: Inference-time Pruning via Probe-based Representation–Parameter Coupling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1914
LittleBit-2: Maximizing the Spectral Energy Gain in Sub-1-Bit LLMs via Latent Geometry Alignment
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2015
Low Kruskal-Rank Adaptation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2110
DECOR: Learning to Decompose and Collaborate in Deep Search via Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1907
Normalized Rewards for Preference Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1913
Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1908
Multilingual Safety Alignment Via Sparse Weight Editing
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3408
Scaling Long-Horizon Agent via Context Folding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2212
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1702
TextResNet: Decoupling and Routing Optimization Signals in Compound AI Systems via Deep Residual Tuning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #216
On Group Relative Policy Optimization Collapse in Agent Search: The Lazy Likelihood-Displacement
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1810
RSPO: Regularized Self-Play Alignment of Large Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3602
Sparser, Faster, Lighter Transformer Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2112
Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #123
DisPPO: Quantile-Based Distributional Reinforcement Learning for Large Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2004
Geometry-Aware Decoding with Wasserstein-Regularized Truncation and Mass Penalties for Large Language Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2300
ALSO: Adversarial Online Strategy Optimization for Social Agents
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1911
Mitigating Conversational Inertia in Multi-Turn Agents
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2213
Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Vision-Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2009
Judgment Operators: A Composition-Invariant Substrate for Multi-Agent Action Spaces
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1713
Scaling Beyond Masked Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2109
DOT-MoE: Differentiable Optimal Transport for MoEfication
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1711
Search or Accelerate: Confidence-Switched Position Beam Search for Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1809
RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1704
Tackling Length Inflation Without Trade-offs: Group Relative Reward Rescaling for Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1603
Understanding Dynamic Compute Allocation in Recurrent Transformers
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2104
Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1903
PADA-Coder: Improving Plan-Following Code Generation via Perturbation-Verified Attention Distillation and Dynamic Alignment
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1902
PS-PPO : Prefix-Sampling PPO for Critic-Free RLHF
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3410
Contrastive Weak-to-Strong Generalization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1806
RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2202
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4015
Ratio-Variance Regularized Policy Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2206
Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2817
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2204
Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2113
The Easy, the Hard, and the Learnable: Confidence and Difficulty-Adaptive Policy Optimization for LLM Reasoning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4605
Less Is More: Elevating RAG via Performance-Driven Context Compression
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1701
The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3405
CrossQ: Task-Aligned Cross-Token Conditional Quantization for Late Interaction Retrieval
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2106
Dispersion Loss Counteracts Embedding Condensation and Improves Generalization in Small Language Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1511
SLQ: Bridging Modalities via Shared Latent Queries for Retrieval with Frozen MLLMs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4203
RQ-MoE: Residual Quantization via Mixture of Experts for Efficient Input-Dependent Vector Compression
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1510
Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1506
Vision Transformer Finetuning Benefits from Non-Smooth Components
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1613
ArcVQ-VAE: A Spherical Vector Quantization Framework with ArcCosine Additive Margin
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1512
SEPS: Semantic-Enhanced Patch Slimming Framework for Fine-Grained Cross-Modal Alignment
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1614
DDP-WM: Disentangled Dynamics Prediction for Efficient World Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1102
Bridging the Grounding Gap in VideoQA via Typed Memory for Language-based Belief-State Reasoning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1516
Hyperbolic RQ-VAE enhanced Generative Recommendation with Differential-Length Codebook Strategy
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1513
PHALAR: Phasors for Learned Musical Audio Representations
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1616
Efficient Multi-modal Dataset Distillation via Analytic Parameter Matching
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4201
Geometrically Constrained Outlier Synthesis
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1507
UrbanFusion: Stochastic Multimodal Fusion for Contrastive Learning of Robust Spatial Representations
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1103
Bridging Local–Global Dissonance: Learning from Compressive Measurements for Hyperspectral Reconstruction
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1615
Efficient Code Analysis via Graph Representation Learning-Guided Large Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1515
IVQ: Structured and Lightweight Vector Quantization via Binary Hierarchical Composition Inspired by $\textit{IChing}$
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #807
TVDRNet: Text-driven Viewpoint Optimization via Differentiable Rendering for 3D Reasoning Segmentation
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4208
Learning Locally, Revising Globally: Global Reviser for Federated Learning with Noisy Labels
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3702
FedHPro: Federated Hyper-Prototype Learning via Gradient Matching
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2508
Rethinking Generative Image Pretraining: How Far Are We From Scaling Up Next-Pixel Prediction?
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1411
WaveSSM: Multiscale State-Space Models for Non-stationary Signal Attention
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1401
GHOST: Unmasking Phantom States in Mamba2 via Grouped Hidden-state Output-aware Selection & Truncation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3515
Efficient Learning of Deep State Space Models via Importance Smoothing
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1407
Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #302
DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1402
Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #200
KineFlow: Kinematic Second-Order Flow Matching for Time-Series Forecasting
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1405
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1503
DITING: A Weak Degradation Listener for Battery Lifetime Early Prediction
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #300
KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1500
Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #203
ReAugment: Targeted Few-Shot Time Series Augmentation via Model Zoo-Guided Reinforcement Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #304
Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1501
Dynamic Fractal Mamba: A Neural Renormalization Group Flow for Scale-Invariant Sequence Modeling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1406
ParalESN: Enabling parallel information processing in Reservoir Computing
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #201
Diff-MN: Diffusion Parameterized MoE-NCDE for Continuous Time Series Generation with Irregular Observations
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1403
Learning Manifold and Itô Dynamics with Branched Neural Rough Differential Equations
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1502
Delving into Non-Exchangeability for Conformal Prediction in Graph-Structured Multivariate Time Series
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #301
Generative Modeling of Irregular Time Series via SDE-Induced Continuous-Discrete Variational Inference
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1410
Tri-Scale Neural ODEs for Continuous Multi-Omics Disease Modeling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1409
Time Series Forecasting Through the Lens of Dynamics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3612
Neural Modular Physics for Elastic Simulation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #303
Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1400
Efficient Neural Controlled Differential Equations via Attentive Kernel Smoothing
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #110
Parallel Stochastic Gradient-Based Planning for World Models
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #204
Reviving Error Correction in Modern Deep Time-Series Forecasting
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1404
MIMOMamba: From Scalar Duality to Matrix-Valued Attention
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1309
On Structured State-Space Duality
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #205
SEER: Transformer-based Robust Time Series Forecasting via Automated Patch Enhancement and Replacement
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1303
Size Transferability of Graph Convolutional Networks across Sparsity: A Generalized Graphon Perspective
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1412
$\mathcal{O}(\log N)$ Latent Dimension Suffices for Universal Approximation of Permutation-invariant Function
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1311
Gradient Flow Dynamics and Implicit Bias of Diagonal Linear Networks under Infinitesimal Initialization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4611
Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1310
Narrowing the ANN–SNN Gap for Continuous 1D Temporal Signal Classification with Multi-Scale Temporal Encoding and Sparsity-Regularized Transform Encoding
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4514
Hard labels sampled from sparse targets mislead rotation invariant algorithms
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1305
Regularized Discriminative Alignment for Deep Representations under Label Shift
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3411
Weak-to-Strong Generalization via Bregman Bias–Variance Decomposition
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1414
Approximate Equivariance via Projection-Based Regularisation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1304
Rethinking Convergence in MoE Training: The Role of Routing Sparsity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3413
Deep Learning of Compositional Targets with Hierarchical Spectral Methods
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1904
Operationalising the Superficial Alignment Hypothesis via Task Complexity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1300
Less Data, Faster Training: repeating smaller datasets speeds up learning via sampling biases
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3912
Pruning at Initialisation through the lens of Graphon Limit: Convergence, Expressivity, and Generalisation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1313
Dynamics Reveals Structure: Challenging the Linear Propagation Assumption
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1306
Partitioning for Intrinsic Model Inversion Resistance in Collaborative Inference
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4508
The Implicit Bias of Depth: From Neural Collapse to Softmax Codes
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4607
Dichotomy of Feature Learning and Unlearning: Fast-Slow Analysis on Neural Networks with Stochastic Gradient Descent
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3607
Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4613
An Algebraic View of the Expressivity of Recurrent Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1312
Explaining Data Mixing Scaling Laws
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1504
Possibilistic Predictive Uncertainty for Deep Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4610
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination
[
JMLR]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4614
Magnitude Distance: A Geometric Measure of Dataset Similarity
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1307
Over-Alignment vs Over-Fitting: The Role of Feature Learning Strength in Generalization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2415
Learning to Approximate Uniform Facility Location via Graph Neural Networks
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1308
Optimal Self-Consistency for Efficient Reasoning with Large Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4600
Transformers Provably Learn Algorithmic Solutions for Graph Connectivity, But Only with the Right Data
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4609
Low-dimensional topology of deep neural networks
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1315
Decomposing Out-of-Distribution Error in Conditional Flow Matching via Wasserstein Geometry
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1302
Spectral Reach: Understanding Neural Scaling as Progress into the Spectral Tail
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1408
SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4414
PACER: Acyclic Causal Discovery from Large-scale Interventional Data
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4404
Causal Discovery for Irregularly Time Series with Consistency Guarantees
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4409
Identifying Partially Observed Causal Models from Heterogeneous/Nonstationary Data
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4315
Towards Completeness in Causal Discovery from Soft Interventions with Known Targets
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4405
Causal Effect Identifiability in the Presence of Latent Confounders Without Auxiliary Variables
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4416
Skewness-Robust Causal Discovery in Location-Scale Noise Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4202
Linear Causal Representation Learning by Topological Ordering, Pruning, and Disentanglement
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4406
Dissecting Causal Mechanism Shifts via FANS: Function And Noise Separation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4412
Local Covariate Selection for Average Causal Effect Estimation without Pretreatment and Causal Sufficiency Assumptions
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4403
CauScale: Neural Causal Discovery at Scale
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4006
Global Directional Priors with Local Statistical Validation for Scalable Causal Discovery
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4213
Test-Time Learning of Causal Structure from Interventional Data
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4408
Hierarchical Causal Abduction: A Foundation Framework for Explainable Model Predictive Control
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3403
Causal Identification from Counterfactual Data: Completeness and Bounding Results
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4316
TRACE: Trajectory Recovery for Continuous Mechanism Evolution in Causal Representation Learning
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4314
Towards a Holistic Understanding of Selection Bias for Causal Effect Identification
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #206
Causal Representation Learning with Optimal Compression and Complex Treatments
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4407
Frequentist Consistency of Prior-Data Fitted Networks for Causal Inference
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4410
Learning General Causal Structures with Hidden Dynamic Process for Climate Analysis
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4415
Partial Identification under High-Dimensional Potential Outcomes and Confounders via Optimal Transport
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2713
Position: VLM Causal Reasoning Benchmarks Should Probe Temporal Understanding, Not Presume It
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4306
The Abstraction Gap in Vision-Language Causal Reasoning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3808
CentaurEval: Benchmarking Human-in-the-Loop Value in Agentic Coding
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2617
The Perception–Physics Paradox: Probing Scientific Alignment with TC-Bench
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3201
Evidential Copula Concept Embedding Models
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4206
Beyond Magnitude: Scale-Invariant Evidential Fusion for Multi-View Classification
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4216
When More Experts Hurt: Underfitting in Multi-Expert Learning to Defer
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4004
FairMerging: Rethinking Model Merging through the Lens of Fairness
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4214
Trust Functions: Near Lossless Weak-to-Strong Generalization by Learning to Trust the Weak Teacher
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4301
PINE: Pruning Boosted Tree Ensembles with Conformal In-Distribution Prediction Equivalence
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4215
Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1602
Uncovering the Gradient Geometry of Long CoT: A Spectral-guided Approach to Reasoning Distillation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1514
LassoFlexNet: a Flexible Neural Architecture for Tabular Data
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4211
On the Power of Statistics in Class-Incremental Learning with Pretrained Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4205
Beyond Accuracy and Complexity: The Effective Information Criterion for Structurally Stable Symbolic Regression
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4204
Advancing Analytic Class-Incremental Learning through Vision-Language Calibration
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4209
Learning to Rank by Directly Optimizing Full-Order Probabilities
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4210
Likelihood over Estimation: Robust Quadratic Discriminant Analysis for Heavy-Tailed Distributions with Theory and Evidence
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4305
Federated Data and Feature Selection by Generalized CUR Decomposition
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4207
FedReLa: Imbalanced Federated Learning via Re-Labeling
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3117
MePo: Meta Post-Refinement for Rehearsal-Free General Continual Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4105
Sketch-Based Low-Rank Model Merging with Shared Circulant Transforms
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4110
Merge to Remember: Sharpness-Aware Isotropic Merging for Continual Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4116
AlignedNorm: Prompting Vision–Language Models via Coupled Prompt Field
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4111
Fine-Tune Once, Reuse Across Models: Bayesian Task-Update Factors and Approximations
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4108
Orthogonal Model Merging
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4114
Component-Wise Composite Likelihood Distillation for Censored Time-to-Event Data
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4106
Revisiting the Role of Pretrained Weights in Model Merging: On Near-Optimality within the Core Subspace
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4104
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4115
CE$^4$L: Continual Ego, Exo, and Ego-Exo Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4109
Multi-Task Bayesian In-Context Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3003
Unlocking the Potential of Continual Model Merging: An ODE Perspective
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1906
OPIC: Enhancing Language Model Merging via Optimizing In-Context Capability
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2709
Saliency-Aware Model Merging
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4002
The Geometry of Updates: Fisher Alignment at Vocabulary Scale
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4103
Symbiosis-Inspired Knowledge Distillation for Incremental Object Detection
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4102
Transporting Task Vectors across Different Architectures without Training
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4101
When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4112
ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2815
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic
[
Poster]
[
URL]
[ OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4113
Distilling Task-Level Coordination Policies for Generalizable Multi-Agent Cooperation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3801
Strategy-Aware Optimization Modeling with Reasoning LLMs
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3903
Near-Optimal Convergence of Accelerated Gradient Methods under Generalized and $(L_0,L_1)$-Smoothness
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2400
Threshold-Guided Optimization for Visual Generative Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3705
Hyperparameter Transfer Laws for Non-Recurrent Multi-Path Neural Networks
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3907
Decision-Focused Learning via Tangent-Space Projection of Prediction Error
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3905
Lower Bounds for Frank-Wolfe on Strongly Convex Sets
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3706
From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3703
Beyond the Bellman Recursion: A Pontryagin-Guided Framework for Non-Exponential Discounting
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3802
Trainable Nonexpansive Denoisers for Contractive Image Reconstruction
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3807
Complexity of Decentralized Optimization with Mixed Affine Constraints
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3704
Why Do We Need Warm-up? A Theoretical Perspective
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3906
Design Linear Constrained Neural Layers with Implicit Convex Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3904
Mirror Descent Under Generalized Smoothness
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1505
Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4505
Rethinking Neural Network Learning Rates: A Stackelberg Perspective
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3605
SOLAR for Offline MARL: Plateau-Triggered Potential Shaping under World-Model Uncertainty
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3900
Adapting to Evolving Graphs: A Scalable Framework for Dynamic Coarsening
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4507
FOAM: Frequency and Operator-Error Based Adaptive Damping Method for Reducing Staleness-Oriented Error for Shampoo
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3908
Adaptive Momentum and Nonlinear Damping for Neural Network Training
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3701
Decision-focused Sparse Tangent Portfolio Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3700
Non-Parametric Optimization for Scalable Learning in Stochastic Decision Problems
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2900
Inconsistency-Aware Minimization: Improving Generalization with Unlabeled Data
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2105
Draft-and-Audit Reinforcement Learning for Optimization Modeling
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3800
Constructing Industrial-Scale Optimization Modeling Benchmark
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3901
Preference-Modulated Structural Attention for Multi-Objective Combinatorial Optimization
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3902
Optimal Transport–Guided Stochastic Control for Graph Combinatorial Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3806
Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3804
Bottleneck Communication Delay Minimization for Communication-Efficient Decentralized Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3815
High-Probability Convergence Guarantees of Decentralized SGD
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3816
HybridFlow: Resource-Adaptive Subtask Routing for Efficient Edge-Cloud LLM Inference
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3712
OServe: Accelerating LLM Serving via Spatial-Temporal Workload Orchestration
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3913
CONCUR: High-Throughput Agentic Batch Inference of LLM via Congestion-Based Concurrency Control
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3813
FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3814
HO-SFL: Hybrid-Order Split Federated Learning with Backprop-Free Clients and Dimension-Free Aggregation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3710
Robust Federated Learning Against Adaptive Compression
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3308
Position: Federated Learning is a Lens towards a Democratized Future for the Scaling Law Era
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3715
Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3610
One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1901
Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3708
ScaleSim: Serving Large-Scale Multi-Agent Simulation with Invocation Distance-Based Memory Management
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3707
scDataset: Scalable Data Loading for Deep Learning on Large-Scale Single-Cell Omics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3809
DistFlow: A Fully Distributed RL Framework for Scalable and Efficient LLM Post-Training
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3810
FAB: A First-Order AB-based Gradient Algorithm for Distributed Bilevel Optimization over Time-Varying Directed Graphs
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1905
Online Linear Programming for Multi-Objective Routing in LLM Serving
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3714
Matrix-Free GPU Semidefinite Programming for Quantum Ordered Search at the k=6 Frontier
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2806
UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3711
On the Role of Batch Size in Stochastic Conditional Gradient Methods
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3803
A Tight Theory of Error Feedback Algorithms in Distributed Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3811
Factored Gossip DiLoCo: Reducing Blocking Communication within DiLoCo
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3713
Mitigating Staleness in Asynchronous Pipeline Parallelism via Basis Rotation
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3805
Breaking the Capacity Bottleneck in Model-Heterogeneous Federated Learning via Gradual Model Restoration
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3812
FedCDWA: Decoupled Federated Prototype Distillation with Hierarchical Wasserstein Aggregation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3709
Row-Stochastic Matrices Can Provably Outperform Doubly Stochastic Matrices in Decentralized Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3514
Joint Model and Data Sparsification via the Marginal Likelihood
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3509
Expectation Consistency Loss: Rethink Confidence Calibration under Covariate Shift
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3615
De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2607
Fast and Expressive Multi-Byte Prediction with Probabilistic Circuits
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3502
Latent Guided Sampling for Combinatorial Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4503
Copula-SVI: Vine-Copula Variational Inference with Stein Refining for Instance-Level Correlation Capturing
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3500
VERA-V: Variational Inference Framework for Jailbreaking Vision-Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3501
Split Group Knockoffs: Controlling False Discovery Rate in Transformational Group Sparsity
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4504
Semi-Supervised Hypothesis Testing by Betting on Predictions
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3507
MIRA: A Score for Conditional Distribution Accuracy and Model Comparison
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2301
A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2402
Variational Learning for Insertion-based Generation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3505
Testing For Distribution Shifts with Conditional Conformal Test Martingales
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3106
Position: Predictive Uncertainty Is Not Enough -- Joint Distribution for Full Uncertainty Representation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3506
Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3508
Extending Prediction-Powered Inference through Conformal Prediction
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3513
Noisy-Channel Minimum Bayes Risk Decoding
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1912
Mitigating Bias in Locally Constrained Decoding via Tractable Proposals
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1800
Predictable Compression Failures: Order Sensitivity and Information Budgeting for Evidence-Grounded Binary Adjudication
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3512
Variational Learning of Disentangled Representations
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3511
An Efficient Joint Learning Approach for Item Response Theory
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3503
Discrete Adjoint Schrödinger Bridge Sampler
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3504
Can Microcanonical Langevin Dynamics Leverage Mini-Batch Gradient Noise?
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2917
Inverting Data Transformations via Diffusion Sampling
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3916
ProcMEM: Learning Reusable Procedural Memory from Experience via Non-Parametric PPO for LLM Agents
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4016
Learning Task-Sufficient World Models by Synergizing Agentic Exploration and Structured Modeling
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #111
HiPER: Hierarchical Plan–Execute RL for Multi-Turn LLM Agents
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #210
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #118
Tvcache: A Tool-Value Cache for Post-Training LLM Agents
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1708
Stable Asynchrony: Variance-Controlled Off-Policy RL for LLMs
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #215
Investigating Memory in RL with POPGym Arcade
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #2111
D-ARL: A Distribution-Matched Asynchronous Reinforcement Learning Framework for Language Reasoning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #306
Temporal Difference Calibration in Sequential Tasks: Application to Vision-Language-Action Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #706
Strat-Reasoner: Reinforcing Strategic Reasoning of LLMs in Multi-Agent Games
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #124
DeepHA: Scaling Action Chains Elicits Deep Hierarchical Agents
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #112
XRPO: Pushing the Limits of GRPO with Targeted Exploration and Exploitation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #211
DADP: Domain Adaptive Diffusion Policy
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #114
Advancing LLM Reasoning with Natural Language and Numerical Feedback
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #119
TreePO: Enhancing Policy Efficacy and Inference Efficiency with Tree Modeling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #212
Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #122
Learning What to Generate: A Reinforcement Learning-based Closed-Loop Augmentation Framework for Person Re-identification
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #121
OpenHA: A Series of Open-Source Hierarchical Agentic Models in Minecraft
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #217
Reparameterization Flow Policy Optimization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #120
Population-Free Pareto Tracking for Sample-Efficient Multi-Policy MORL
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #213
Beyond Trajectory-Level Attribution: Graph-Based Credit Assignment for Agentic Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4502
Efficient Preference Poisoning Attack on Offline RLHF
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1807
REAL: Regression-Aware Reinforcement Learning for LLM-as-a-Judge
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #116
MEAL: A Benchmark for Continual Multi-Agent Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4501
Fast Mixing Steady-State Control in Markov Decision Processes
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3310
Anchored Decoding: Provably Reducing Copyright Risk for Any Language Model
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3313
Explanations are a Means to an End: Decision Theoretic Explanation Evaluation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3309
How RLHF Amplifies Sycophancy
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3305
Beyond Sample-Level Forgetting: Improving Reliability in Multimodal Unlearning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3113
SlaClip: Gradient Norm Slacks can be Indicator for Adaptive Clipping in DP-SGD
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3111
The Hidden Risk: Membership Inference Attacks on Multimodal Federated Learning via Modality Imbalance
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3203
FUSE: Full‑spectrum Unlearnable Examples via Spectral Equalization
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3213
PrivGate: Steering Contextual Integrity in LLMs via Latent Space Geometry
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3214
Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3207
Keeping a Secret Requires a Good Memory: Space Lower-Bounds for Private Algorithms
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3210
MultiPriv: Benchmarking Individual-Level Privacy Reasoning in Vision-Language Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3115
Reverse-Engineering Model Editing on Language Models
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3109
ASRU: Activation Steering Meets Reinforcement Unlearning for Multimodal Large Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3211
Position: The Privacy-Auditability Paradox in Federated Learning: Why We Need Controllable Secure Aggregation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3110
Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3301
Differentially Private Range Subgraph Counting
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3202
Enhancing Membership Inference Attacks on Diffusion Models from a Frequency-Domain Perspective
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3303
Differentially Private Cross-Silo Recommendation from Implicit Feedback
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3206
Gradient Inversion Attacks Beyond SGD
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3116
Private Learning with Public Feature Conditioning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3306
An Empirical Study on the Resilience of Partial Merging to Model Clone Attacks
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3302
Differentially Private Geodesic Regression
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3204
Fast and Near-Optimal Algorithms for Private Hypothesis Selection
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4402
Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3209
MINIM: Privacy-Aware Minimal View for Agents via Trusted Local Sanitization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3114
Revisiting ML Training under Fully Homomorphic Encryption: Convergence Guarantees, Differential Privacy, and Efficient Algorithms
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3200
Differentially Private Synthetic Data via APIs 4: Tabular Data
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3307
Accurate, Private, Secure, Federated U-statistics with Higher Degree
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3300
Differentially Private Submodular Maximization with a Knapsack Constraint
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3304
DP-KFC: Data-Free Preconditioning for Privacy-Preserving Deep Learning
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3414
Every Step Counts: Decoding Trajectories as Authorship Fingerprints of dLLMs
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3112
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3215
From Weak Cues to Real Identities: Evaluating Inference-Driven De-Anonymization in LLM Agents
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3212
PrivCode++: Latent-Conditioned Differentially Private Code Generation for Comprehensive Guarantees
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3205
Federated Manifold Learning (FML): Tackling Domain Heterogeneity with Structural Knowledge Transfer
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3208
LMCleaner: Efficient and Certified Online Unlearning via Influence Propagation Truncation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3216
Privacy-Aware Data Integration for Enhanced Quantile Inference under Heterogeneity
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3107
Furina: Fragmented Uncertainty-Driven Refusal Instability Attack
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4517
STARE: Step-wise Temporal Alignment and Red-teaming Engine for Multi-modal Toxicity Attack
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3101
TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3104
Adversarial Attack and Defense for Denoising Diffusion Sampling
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3103
MADA-Attack: Transferable Multi-modal Attention Distraction Adversarial Attack against Vision Language Models
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4626
Just Ask: Curious Code Agents Reveal System Prompts in Frontier LLMs
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4617
Learning Unanimously Acceptable Lotteries via Queries
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4616
Adaptive Contracts for Cost-Effective AI Delegation
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4510
Stability beyond Bounded Differences: Sharp Generalization Bounds under Finite $L_p$ Moments
[
Slides]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4511
Stability and Generalization of Nonconvex Optimization with Heavy-Tailed Noise
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1413
Adaptive Preconditioners Trigger Loss Spikes in Adam
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4212
Statistical-Computational Trade-offs for Recursive Adaptive Partitioning Estimators
[
URL]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4413
Outcome-Aware Spectral Feature Learning for Instrumental Variable Regression
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4516
Provably Label-Efficient Conformal Prediction
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4622
Improved Distribution Estimation in $\ell_\infty$
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4625
Provable Bounds for the Learnability of Sample-Compressible Families from Noisy Samples
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4512
Sharper Generalization Guarantees for Asynchronous SGD: Beyond Lipschitzness, Smoothness and Data Homogeneity
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4608
Efficient and Minimax Optimal In-context Nonparametric Regression with Transformers
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4618
Alignment-Sensitive Minimax Rates for Spectral Algorithms with Learned Kernels
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4513
Scaling Laws for Precision in High-Dimensional Linear Regression
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4620
Approximation Error Upper and Lower Bounds for Hölder Class with Transformers
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4621
Continuous Variable Hamiltonian Learning at Heisenberg Limit via Displacement-Random Unitary Transformation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4515
SAQNN: Spectral Adaptive Quantum Neural Network as a Universal Approximator
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4619
All ERMs Can Fail in Stochastic Convex Optimization Lower Bounds in Linear Dimension
[
Slides]
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4624
Diffusion Models Are Statistically Optimal for Learning Low-Dimensional Multi-Modal Distributions
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4509
Statistical Consistency and Generalization of Contrastive Representation Learning
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4506
Flat Minima and Generalization: Insights from Stochastic Convex Optimization
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4302
Convex Distance Operator Transport: A Convex and Geometry-Preserving Formulation
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3910
Why Self-Distillation Helps and Hurts: Denoising vs. Signal Forgetting
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4000
Trajectory Seriation via Spectral Tangent Alignment and Global Embedding
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4623
Learning Gaussian Graphical Models from a Glauber Trajectory Without Mixing
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4615
Precise Asymptotics of Bagging Regularized M-estimators
[
URL]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #1415
Benign Overfitting in Adversarial Training for Vision Transformers
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4400
Meta-Learning with Generalized Ridge Regression: High-dimensional Asymptotics, Optimality and Hyper-covariance Estimation
[
URL]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #3817
Mind the Gap: Catching Hallucinations via Evidence Drop on the Reasoning Manifold
[
Poster]
[
OpenReview]
Poster
Mon Jul 06 06:30 PM -- 08:15 PM (PDT) @ HALL A #4500
Optimal Regret for Policy Optimization in Contextual Bandits
[
OpenReview]
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