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Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Enhancing Neural Theorem Proving via High-Quality Proof Selection and Verifier Feedback
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
XDomainBench: Diagnosing Reasoning Collapse in High-Dimensional Scientific Knowledge Composition
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Interestingness is an Inductive Heuristic for Future Compression Progress
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories?
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeSpot: Benchmarking Geo-Temporal Understanding in Vision–Language Models in Real-World Settings
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning-Driven Synthetic Data Generation and Evaluation
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URL]
[ OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpaceVista: All-Scale Visual Spatial Reasoning from mm to km
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Closing the Loop: Universal Repository Representation with RPG-Encoder
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AutoWebWorld: Synthesizing Infinite Verifiable Web Environments via Finite State Machines
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Solving the Gilbert-Pollak Conjecture via Large Language Models
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Guessing to Placeholding: A Cost-Theoretic Framework for Uncertainty-Aware Code Completion
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating AI Grading on Real-World Handwritten College Mathematics: A Large-Scale Study Toward a Benchmark
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MALICE: Memory-aware Loop Invariants Generation on Symbolic Execution Traces
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SWE-fficiency: Can Language Models Optimize Real-World Repositories on Real Workloads?
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning GUI Grounding with Spatial Reasoning from Visual Feedback
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
QuArch: A Benchmark for Evaluating LLM Reasoning in Computer Architecture
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Prediction of SO(3)-Equivariant Hamiltonian Matrices via SO(2) Local Frames
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WF-Bench: A Benchmark for Neural-Network WaveFunction Expressivity and Scaling Laws
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TriForces: Augmenting Atomistic GNNs for Transferable Representations
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LeakGFN: Robust Molecular Generation in Generative Flow Networks via Flow Decomposition
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoarseBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Basis to Basis: Gaussian Particle Representation for Interpretable PDE Operators
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Diffusion Pretraining for Crystal Property Prediction
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Slides]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Inference-time optimization for experiment-grounded protein ensemble generation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: The Inevitable Transition to Machine Learning in Quantum Chemistry
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Derivative Informed Learning of Exchange-Correlation Functionals
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Coupled Cluster con MoLe: Molecular Orbital Learning for Neural Wavefunctions
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Quantum States in Mixed Precision
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Minimum Weight Perfect Matching for Quantum Error Codes
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VideoLoom: A Video Large Language Model for Joint Spatial-Temporal Understanding
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Verifiable Multimodal Reasoning: Fact-level Attribution with Multimodal Sources
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SLIP-RS: Structured-Attribute Language-Image Pre-Training for Remote Sensing Object Detection
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Artemis: Structured Visual Reasoning for Perception Policy Learning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Solving Spatial-Spectral Fusion with Latent Spectral Operators
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AURA: Visually Interpretable Affective Understanding via Robust Archetypes
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Don't Forget Why You Started: Tackling Dual Forgetting in Vision-Language Continual Learning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PhaseAlign: Complex Phase Alignment for Stable Open-Vocabulary Semantic Segmentation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Referring Multiple Regions with Large Multimodal Models via Contextual Latent Steering
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Task-Aware Mechanism: Hybrid MoE Vision Tower Towards Holistic Video Understanding
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VisionPulse: Dynamic Visual Sparsity for Efficient Multimodal Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Less is More: Neuroscience-Motivated Probing for Efficient Concept Circuits Tracing
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RSAgent: Learning to Reason and Act via Multi-Turn Tool Invocations for Text-Guided Segmentation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IVQA-LD: Inclusive Multimodal Understanding for Population with Limb-Deficiency
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Don't Overthink with Pixels: Efficient Reasoning for Segmentation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InfoGeo: Information-Theoretic Object-Centric Learning for Cross-View Generalizable UAV Geo-Localization
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VideoVeritas: AI-Generated Video Detection via Perception Pretext Reinforcement Learning
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Slides]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Linguistic Relative Policy Optimization for Video Anomaly Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FOCUS: Forcing In-Context Object Localization through Visual Support Constraints and Policy Optimization
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STORM: Segment, Track, and Object Re-Localization from a Single Image
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attend to Anything: Foundation Model for Unified Human Attention Modeling
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Real-Time Visual Attribution Streaming in Thinking Model
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hermes: An Evidence-Driven Agentic Framework for Trustworthy and Explainable AI-Generated Video Detection
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Blind Spots to Gains: Diagnostic-Driven Iterative Training for Large Multimodal Models
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolution
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TAGRPO: Boosting GRPO on Image-to-Video Generation with Direct Trajectory Alignment
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Context Forcing: Consistent Autoregressive Video Generation with Long Context
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unified Multimodal Visual Tracking with Dual Mixture-of-Experts
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CSD: Content-aware Speculative Decoding for Efficient Image Generation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PhoStream: Benchmarking Real-World Streaming for Omnimodal Assistants in Mobile Scenarios
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Slides]
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Video-SVD: Efficient Video Diffusion via Orthogonal Basis Composition
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TurboGS: Accelerating 3D Gaussian Splatting via Error-Guided Sparse Pixel Sampling and Optimization
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal-aware Flow Matching for Video Generation with Temporally Coherent Motion
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WorldCompass: Reinforcement Learning for Long-Horizon World Models
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LieWarper: Geometry-Aware Motion Transfer via Lie Algebra
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Benchmarking and Enhancing VLM for Compressed Image Understanding
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RVAS: Referring Video Active Exploration and Segmentation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Image Tokenization for Multi-Scale Image Super Resolution
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Synthetic-Real Domain Shortcut for Training-Free Generative Replay-based Class Incremental Learning
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Slides]
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SCoA: Revisiting Domain Generalized Object Detection with Style-Conditioned Adaptation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FAIL: Flow Matching Adversarial Imitation Learning for Image Generation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniShow: Orchestrating Multimodal Conditions for Human-Object Interaction Video Generation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PMSPO: Progressive Matching and Semantic-Aware Policy Optimization for Camouflaged Object Detection
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Detection: A Structure-Aware Framework for Scene Text Tracking
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FrameOracle: Learning What to See and How Much to See in Videos
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FlowSeg: Dynamic Semantic Guidance for LLM-Conditioned Segmentation
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decouple and Cache: KV Cache Construction for Streaming Video Understanding
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Poster]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScalingAR: Scaling Confidence for Autoregressive Image Generation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Resolution as a Direction: Vector-Panning Feature Alignment for Cross-Resolution Re-Identification
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Double Dilemma in Multi-Task Radiology Report Generation: A Gradient Dynamics Analysis and Solution
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evidential Reasoning Advances Interpretable Real-World Disease Screening
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ORBIT: A Prognostic World Model for Ocular Reasoning Based on Imagined Trajectories
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Salus: Strategic Diagnostic Testing for Complex Diagnosis via Multi-Agent Reinforcement Learning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Medical AI Neglects Real Treatment Outcomes
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Guideline-Grounded Evidence Accumulation for High-Stakes Agent Verification
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agentic Framework for Epidemiological Modeling
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Genomic Model Research Must Move Beyond Anecdotal Evaluation of Interpretability Methods
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Structured Multi-modal Graph Disentanglement for Psychiatric Diagnosis
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Accuracy: Latent Perturbations for Cognitive-Aware Diagnosis
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Treatment Allocations with Risk Control Under Partial Identifiability
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FACT: Fuzzy Alignment with Comorbidity Topology for Reliable Multi-Label Medical Image Diagnosis
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Slides]
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PPI Candidate Ranking: Large-Scale Evaluation of a Domain Knowledge–Guided Pipeline
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Knowledge to Inference: Formalizing Specialized Public Health Reasoning on GlobalHealthAtlas
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ophiuchus: Incentivizing Tool-augmented ''Think with Images'' for Joint Medical Segmentation, Understanding and Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Process Reward Agents for Steering Knowledge-Intensive Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Gap in Autonomous Science: The Corpus and Benchmark for Biological Protocol Reasoning
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CLINIC : Evaluating Multilingual Trustworthiness in Language Models for Healthcare
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BioAgent Bench: An AI Agent Evaluation Suite for Bioinformatics
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins
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OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PathwayLLM: Explainable Clinical Trajectory Modeling with Structured Pathways for Sepsis Prediction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DC-W2S: Dual-Consensus Weak-to-Strong Training for Reliable Process Reward Modeling in Biological Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AgentScore: Autoformulation of Deployable Clinical Scoring Systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Decision Learning: Test-Time Evolution for Abnormality Grounding in Rare Diseases
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning for Tool-Calling Agents in Fast Healthcare Interoperability Resources (FHIR)
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploring Accurate and Transparent Domain Adaptation in Predictive Healthcare via Concept-Grounded Orthogonal Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Benchmarking the Scientific Mind: Toward Evaluation of Complex-Reasoning Biomedical VQA
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CRPO: Character-centric Group Relative Policy Optimization for Role-aware Reasoning in Role-playing Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Laws in Model Fine-tuning for Audio DeepFake Detection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimizing Diversity and Quality through Base-Aligned Model Collaboration
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Convex Low-resource Accent-Robust Language Detection in Speech Recognition
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AdaMEM: Test-Time Adaptive Memory for Language Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Large Language Model Agents Are Not Always Faithful Self-Evolvers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Does AI Reviewer See the Full Picture? Attacking and Defending Multimodal Peer Review
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Safe and Scalable Web Agent Learning via Recreated Websites
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Performance Collapse in Layer-Pruned Large Language Models via Decision Representation Transitions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EVOLVING ROLLOUTS: Harnessing Historical Experience for Web Agent Evolution in Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hybrid-Gym: Training Coding Agents to Generalize Across Tasks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MusicDET: Zero-Shot AI-Generated Music Detection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FIRE-Bench: Evaluating Agents on the Rediscovery of Scientific Insights
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Minimizing Mismatch Risk: A Prototype-Based Routing Framework for Zero-shot LLM-generated Text Detection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Small Agents Through Strategy Auctions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ADEPT: RL-Aligned Agentic Decoding of Emotion via Evidence Probing Tools — From Consensus Learning to Ambiguity-Driven Emotion Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Route Languages for Multilingual Preference Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IntentRL: Training Proactive User-intent Agents for Open-ended Deep Research via Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EGG: An Expert-Guided Agent Framework for Kernel Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FactGuard: Agentic Video Misinformation Detection via Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ROAMM: A Benchmark Dataset for Multimodal Human Attention Decoding and EEG-to-Text Modeling During Naturalistic Reading
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LIF Recurrent Memory Enables Long-Horizon Spiking Computation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficiently Training Time-to-First-Spike Spiking Neural Networks from Scratch
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Attention in Spiking Transformers: Overcoming Density Bias with Set Similarity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SVL: Empowering Spiking Neural Networks for Efficient 3D Open-World Understanding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Network
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spike-HTR: Spiking Neural Transformer for Handwritten Text Recognition
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniSparse: Combining Weight Pruning and Spike Sparsification in Spiking Neural Networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Practical Mechanism for Fault-Tolerant Spiking Neural Networks via Simple Input Control Based on Learnable Fragmentation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpikingLM: Towards Fully Spiking Language Model
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BIT-LLM: Brain Instruction Tuned LLM with persistent Cross-Attention for fMRI-to-Text Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bullet Trains: Parallelizing Training of Temporally Precise Spiking Neural Networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Resolving the Timestep Scaling Paradox in Spiking Neural Networks with a Timestep-Scalable Neuron Model
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SmoothSpike: Spiking Transformer with Learnable Hadamard Transformation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spik4lite: Refactoring Neuromorphic Sparsity for Efficient Spiking Neural Networks on Commodity Edge Devices
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Weighted Encoding: Towards Maximal-Capacity Spike Coding for ANN–SNN Conversion
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training Deep Spiking Neural Networks without Normalization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AdaS: Adaptive Gradient Descent for Spiking Transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SMM Transformer: Leveraging Spiking Neural Networks for Multimodal Tasks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Little By Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Multi-Agent Coordination via Sheaf-ADMM
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Who Said Neural Networks Aren't Linear?
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CAffNet: Hard Constraint-Affine Neural Networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Collapse Drives Loss of Plasticity in Deep Continual Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Symmetry Reveals the In-Context Classifier: Transformers Implement Mean-Shift Dynamics
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpecPL: Disentangling Spectral Granularity for Prompt Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Large Language Models as Topological Thinkers: A Benchmark on Graph Persistent Homology
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Spectroscopy: Susceptibility Clusters in Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Unified Multimodal Pretraining
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Straightening for Latent Planning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Data Agent: Learning to Select Data via End-to-End Dynamic Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Calibration for Early-Exit Neural Networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prototype-Based Test-Time Adaptation of Vision-Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing is Solving: Unlocking Efficient Multimodal RL via View Alignment
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Procedural Generation Of Algorithm Discovery Tasks in Machine Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TrustworthyQENN: A Quantum Evidential Neural Network Based on Complex-Valued Contrastive Learning for Uncertainty Pattern Classification
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Energy-Structured Low-Rank Adaptation for Continual Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deep Single-Index Fréchet Regression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JADE: Bridging the Strategic-Operational Gap in Dynamic Agentic RAG
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Random Scaling of Emergence Capabilities
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Connecting Independently Trained Modes via Layer-Wise Connectivity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preserving Plasticity in Continual Learning via Dynamical Isometry
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing to Generalize: How Visual Data Corrects Binding Shortcuts
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dual-stage Contrastive Learning-enhanced Multi-view Variational Clustering
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Depth-Progressive Monotonic Learning without Backpropagation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stem: Rethinking Causal Information Flow in Sparse Attention
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RAT+: Train Dense, Infer Sparse - Recurrence Augmented Attention for Dilated Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EchoAttention: Exploiting Token-Pair Redundancy and Frame-Block Similarity for Efficient Long Video Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attention with Routed-Memory for Learnable Sparse Control
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chain-of-Thought Gradient Descent
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scalable Medical Multimodal Fusion via Symmetric Consistency Modeling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ATLAS: Learning to Optimally Memorize the Context at Test Time
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Pairwise Affinities to Functional Correspondences: Rethinking Attention
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decoupling The "What" and "Where" With Polar Coordinate Positional Embedding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preconditioned DeltaNet: Curvature-aware Sequence Modeling for Linear Recurrences
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prism: Spectral-Aware Block-Sparse Attention
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Q-Delta: Beyond Key–Value Associative State Evolution
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rotary Position Encodings for Graphs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PRISM: Sequence Modeling as Parallel Residual Iteration
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hamiltonian Asymmetric Fusion: One-Way Safe Directed Refinement under Modality Imbalance
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Faster Query-Key Learning Sharpens Attention in Self-Attention Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparser Block-Sparse Attention via Token Permutation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FiX: Introducing Fine-grained Forget Gate into Softmax Attention
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Compressed Sensing for Capability Localization in Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prototype Transformer: Towards Language Model Architectures Interpretable by Design
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TileSparse: Arithmetic-Intensity-Aware Sparse Attention for Compute-Bound LLM Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Provable Expressiveness Hierarchy in Hybrid Linear-Full Attention
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Faster Than Flash: Exploiting Attention Sparsity for Efficient Long-Context Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Remember, Learn, and Forget in Attention-Based Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stochastic Sparse Attention for Memory-Bound Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universality, Function Composition, and Algorithm Emulation All In-Context
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MDN: Parallelizing Stepwise Momentum for Delta Linear Attention
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Induction Heads Interpolate N-Grams
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Not All Answers Are Contextually Persuadable: Inference Dynamics in Large Language Models under Contextual Influence
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AsyncSpade: Efficient Test-Time Scaling with Asynchronous Sparse Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Effective Multimodal Graph Foundation Model: A Divide-and-Conquer Based Approach
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Synergistic Intra- and Cross-Layer Regularization Losses for MoE Expert Specialization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UI2Code^N: UI-to-Code Generation as Interactive Visual Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SwiftPFN: Revisiting Row-Wise Attention–Only Tabular Foundation Models with Adaptive Early Exit
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Zero to Hero: Advancing Zero-Shot Foundation Models for Tabular Outlier Detection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GFMate: Empowering Graph Foundation Models with Pre-training-agnostic Test-time Prompt Tuning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InfoDLM: an Information-Adaptive Framework for Discrete Diffusion Language Model Pretraining
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PluRel: Synthetic Data unlocks Scaling Laws for Relational Foundation Models
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
No Need to Train Your RDB Foundation Model
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Graph is a Substrate Across Data Modalities
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Long Grounded Thoughts: Synthesizing Grounded Visual Problems and Distilling Reasoning Chains at Scale
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
End-to-End Compression for Tabular Foundation Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MiniX: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Data Is Scarce: Scaling Sparse Language Models with Repeated Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DTop-p MoE: Sparsity-Controlled Dynamic Top-p MoE for Foundation Model Pre-training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Relational In-Context Learning via Synthetic Pre-training with Structural Prior
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GraphPFN: A Prior-Data Fitted Network for Graph Node-Level Tasks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Curriculum Reinforcement Learning for Black-Box Prompt Tuning via Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Is One Layer Enough? Understanding Inference Dynamics in Tabular Foundation Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ConceptMoE: Adaptive Token-to-Concept Compression for Implicit Compute Allocation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regression Language Models for Code
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TabICooL: A better, faster, scalable, and open tabular foundation model
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NanoFLUX: Distillation-Driven Compression of Large Text-to-Image Generation Models for Mobile Devices
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Logical Guidance for the Exact Composition of Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OneSearch: A Preliminary Exploration of the Unified End-to-End Generative Framework for E-commerce Search
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoFrGeNet: Continued Fraction Architectures for Language Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Objective Protein Design via Memory-Aware Test-Time Scaling in Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Diffusion Controller: Framework, Algorithms and Parameterization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EigenCache: Rethinking Diffusion Acceleration as Covariance-Optimal Forecasting and Submodular Information Allocation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Predicting Future KV Utility: Global Combinatorial Optimization for Task-Agnostic KV Cache Eviction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
General and Efficient Steering of Unconditional Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Physics-informed diffusion models in spectral space
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Lookahead Path Likelihood Optimization for Diffusion LLMs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Diffusion Bridge or Flow Matching? A Unifying Framework and Comparative Analysis
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent-Guided Cooperative Energy-Based Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Factorization Barrier in Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploring and Exploiting Stability in Latent Flow Matching
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$E^2$PO: Embedding-perturbed Exploration Preference Optimization for Flow Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Entropic Optimal Transport
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Guidance for Flexible and Efficient Control of Diffusion Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Calibrated Test-Time Guidance for Bayesian Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stabilizing Reinforcement Learning for Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semantic Granularity Navigation in Image Editing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Flash-VAED: Plug-and-Play VAE Decoders for Efficient Video Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trajectory Consistency for One-Step Generation on Euler Mean Flows
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency Experts
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
End-to-End Autoregressive Image Generation with 1D Semantic Tokenizer
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Lock-in: Diversifying Text-to-Image Generation via Representation Modulation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Designing a Conditional Prior Distribution for Flow-Based Generative Models
[
URL]
[ OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mode Seeking meets Mean Seeking for Long Video Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stronger Semantic Encoders Can Harm Relighting Performance: A Probe of Visual Priors via Augmented Latent Intrinsics
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Concept Removal for Frontier Image Generative Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAMBO-G: Magnitude-Aware Mitigation for Boosted Guidance
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LiteVSR: Enabling Cross-Domain Fine-Grained Detail Generation in Light-Weight Transformers for Video Super-Resolution
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distribution Matching Variational AutoEncoder
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-step Latent-free Image Generation with Pixel Mean Flows
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LayerT2V: A Unified Multi-Layer Video Generation Framework
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Evolution Search: Efficient Inference-Time Scaling for Reward-Aligned Image Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimizing Visual Generative Models via Distribution-wise Rewards
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Diffusive Classification Loss for Learning Energy-based Generative Models
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Do Graph Foundation Models Transfer? A Data-Centric Theory
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Graph Foundation Model with Cross-Modal Alignment and Modality-Aware Expert Fusion for Multi-Modal Graphs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InvGNN: Learning Invertible Node Representations on Graphs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Message Passing on the Edge: Towards Scalable and Expressive GNNs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ERAlign: Energy-based Representation Alignment of GNNs and LLMs on Text-attributed Graphs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Contrastive Learning for Graph Collaborative Filtering: Limitations and A Simple Remedy
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Generative Graph Matching for Graph Edit Distance Computation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clustering as Reasoning: A $k$-Means Interpretation of Chain-of-Thought Graph Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Positive Samples in Graph Contrastive Learning: From the Perspective of Message Passing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Normality Calibration in Semi-supervised Graph Anomaly Detection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CCLRec: Consensus-driven Contrastive Learning for LLM-enhanced Graph Recommendation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging Structure and Semantics: Uncertainty-Modulated Dual-Path Diffusion for Robust Text-Attributed Graph Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Graph-GRPO: Training Graph Flow Models with Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Representation Learning on Hyper-relational Knowledge Graphs via Masked Discrete Diffusion
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Graph Condensation Needs a Reset—Move Beyond Full-dataset Training and Model-Dependence
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CELL: A Causal Perspective for Fairness-aware Graph Adaptation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generalist Graph Anomaly Detection via Prototype-Based Distillation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SE3Set: Harnessing Equivariant Hypergraph Neural Networks for Molecular Representation Learning
[
URL]
[ OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Discriminative and Generalizable Anomaly Detector for Dynamic Graph with Limited Supervision
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LiftQuant: Continuous Bit-Width Control for Pareto-Optimal LLM Deployment
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MOC: Multi-Order Communication in LLM-based Multi-Agent Systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agent Primitives: Reuseable Latent Building Blocks for Multi-Agent Systems
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training with Honeypots: Reshaping How LLMs Fail
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Great Minds Think Alike: Contextual Tacit Communication for Decentralized LLM-Agent Cooperation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Agent Teams Hold Experts Back
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Outrunning LLM Cutoffs: A Live Kernel Crash Resolution Benchmark for All
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proact-VL: A Proactive VideoLLM for Real-Time AI Companions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evolutionary Generation of Multi-Agent Systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Efficiency–Accuracy Scaling in Mixture-of-Experts Architectures
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ThunderAgent: A Fast, Simple, and Program-Aware Agentic Inference System
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Sketching LoRA: A Flexible Framework for Heterogeneous Collaborative Fine-Tuning of LLMs
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MonoScale: Scaling Multi-Agent System with Monotonic Improvement
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
What Do Agents Learn from Trajectory-SFT: Semantics or Interfaces?
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAS-Architect: Declarative Multi-Agent System Design via Separation of Concerns
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Code Watermarking Through Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized Instruction Tuning: Conflict-Aware Splitting and Weight Merging
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Executable Agentic Memory for GUI Agent
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
R-Diverse: Mitigating Diversity Illusion in Self-Play LLM Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Which LLM Multi-Agent Protocol to Choose?
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agent Learning via Early Experience
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Safe Quantization-Aware Fine-tuning: Understanding and Mitigating Safety Alignment Degradation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Empty Shelves or Lost Keys? Recall Is the Bottleneck for Parametric Factuality
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How do LLMs Compute Verbal Confidence?
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning Is Not Free: Robust Adaptive Cost-Efficient Router for LLM-as-a-Judge
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Data Difficulty and the Generalization–Extrapolation Tradeoff in LLM Fine-Tuning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A model of errors in transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Which Heads Matter for Reasoning? RL-Guided KV Cache Compression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Safety Anchor: Defending Harmful Fine-tuning via Geometric Bottlenecks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reward Shaping for Inference-Time Alignment: A Stackelberg Game Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scheduling LLM Inference with Uncertainty-Aware Output Length Predictions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Fixed Biases: Decoding the Role of Reasoning Uncertainty in MLLM Modality Conflicts
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Random Selection Reveals Implicit Knowledge Consensus in Code Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SafeSpec: Fast and Safe LLM via Dynamic Reflective Sampling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Concept Heterogeneity-aware Representation Steering
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating LLM Uncertainty in Long-Form Generation Using Deterministic Ground Truth
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
T-POP: Test-Time Personalization with Online Preference Feedback
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Knowledge-Prediction Gap in LLMs on Multiple-Choice Questions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Power-Calibrated LLM Watermarking: A Statistical Framework
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Maximizing mutual information between prompt and response improves LLM performance with no additional data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Correctness: Distance-Based Social Dynamics of Multi-Agent Debate
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Star Elastic: Many-in-One Reasoning LLMs with Efficient Budget Control
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Information-Theoretic Criterion for Efficient Data Synthesis
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SetPO: Set-Level Policy Optimization for Diversity-Preserving LLM Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Direct Preference Optimization for Distributionally Robust Generative Recommendation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scheduling Thoughts: Learning the Order of Thought in Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Judgment Operators: A Composition-Invariant Substrate for Multi-Agent Action Spaces
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DisPPO: Quantile-Based Distributional Reinforcement Learning for Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Conversational Inertia in Multi-Turn Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Group Relative Policy Optimization Collapse in Agent Search: The Lazy Likelihood-Displacement
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TextResNet: Decoupling and Routing Optimization Signals in Compound AI Systems via Deep Residual Tuning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multilingual Safety Alignment Via Sparse Weight Editing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ratio-Variance Regularized Policy Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Normalized Rewards for Preference Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Long-Horizon Agent via Context Folding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Vision-Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DOT-MoE: Differentiable Optimal Transport for MoEfication
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Weak-to-Strong Generalization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PADA-Coder: Improving Plan-Following Code Generation via Perturbation-Verified Attention Distillation and Dynamic Alignment
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Search or Accelerate: Confidence-Switched Position Beam Search for Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PS-PPO : Prefix-Sampling PPO for Critic-Free RLHF
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Dynamic Compute Allocation in Recurrent Transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RSPO: Regularized Self-Play Alignment of Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Beyond Masked Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Geometry-Aware Decoding with Wasserstein-Regularized Truncation and Mass Penalties for Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparser, Faster, Lighter Transformer Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DECOR: Learning to Decompose and Collaborate in Deep Search via Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tackling Length Inflation Without Trade-offs: Group Relative Reward Rescaling for Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ALSO: Adversarial Online Strategy Optimization for Social Agents
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PHALAR: Phasors for Learned Musical Audio Representations
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CrossQ: Task-Aligned Cross-Token Conditional Quantization for Late Interaction Retrieval
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Multi-modal Dataset Distillation via Analytic Parameter Matching
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DDP-WM: Disentangled Dynamics Prediction for Efficient World Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IVQ: Structured and Lightweight Vector Quantization via Binary Hierarchical Composition Inspired by $\textit{IChing}$
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MultiLoReFT: Decoupling Shared and Modality-Specific Subspaces in Multimodal Learning via Low-Rank Representation Fine-Tuning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vision Transformer Finetuning Benefits from Non-Smooth Components
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SLQ: Bridging Modalities via Shared Latent Queries for Retrieval with Frozen MLLMs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging Local–Global Dissonance: Learning from Compressive Measurements for Hyperspectral Reconstruction
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MetaBio: Learning from metadata for bioacoustics foundation models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SEPS: Semantic-Enhanced Patch Slimming Framework for Fine-Grained Cross-Modal Alignment
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Grounding Gap in VideoQA via Typed Memory for Language-based Belief-State Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RQ-MoE: Residual Quantization via Mixture of Experts for Efficient Input-Dependent Vector Compression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ArcVQ-VAE: A Spherical Vector Quantization Framework with ArcCosine Additive Margin
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hyperbolic RQ-VAE enhanced Generative Recommendation with Differential-Length Codebook Strategy
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UrbanFusion: Stochastic Multimodal Fusion for Contrastive Learning of Robust Spatial Representations
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dispersion Loss Counteracts Embedding Condensation and Improves Generalization in Small Language Models
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Code Analysis via Graph-Guided Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Geometrically Constrained Outlier Synthesis
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Time-series forecasting through the lens of dynamics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DITING: A Weak Degradation Listener for Battery Lifetime Early Prediction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Modeling of Irregular Time Series via SDE-Induced Continuous-Discrete Variational Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Fractal Mamba: A Neural Renormalization Group Flow for Scale-Invariant Sequence Modeling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Neural Controlled Differential Equations via Attentive Kernel Smoothing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Parallel Stochastic Gradient-Based Planning for World Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReAugment: Targeted Few-Shot Time Series Augmentation via Model Zoo-Guided Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Structured State-Space Duality
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WaveSSM: Multiscale State-Space Models for Non-stationary Signal Attention
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Coupled Continuous-Time Latent Dynamics from Irregular Events
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reviving Error Correction in Modern Deep Time-Series Forecasting
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
KineFlow: Kinematic Second-Order Flow Matching for Time-Series Forecasting
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Delving into Non-Exchangeability for Conformal Prediction in Graph-Structured Multivariate Time Series
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MIMOMamba: From Scalar Duality to Matrix-Valued Attention
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Manifold and Itô Dynamics with Branched Neural Rough Differential Equations
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Modular Physics for Elastic Simulation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ParalESN: Enabling parallel information processing in Reservoir Computing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Learning of Deep State Space Models via Importance Smoothing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MN-Diff: Diffusion Parameterized MoE-NCDE for Continuous Time Series Generation with Irregular Observations
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GHOST: Unmasking Phantom States in Mamba2 via Grouped Hidden-state Output-aware Selection & Truncation
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tri-Scale Neural ODEs for Continuous Multi-Omics Disease Modeling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SEER: Transformer-based Robust Time Series Forecasting via Automated Patch Enhancement and Replacement
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Convergence in MoE Training: The Role of Routing Sparsity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$\mathcal{O}(\log N)$ Latent Dimension Suffices for Universal Approximation of Permutation-invariant Function
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Learning of Compositional Targets with Hierarchical Spectral Methods
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decomposing Out-of-Distribution Error in Conditional Flow Matching via Wasserstein Geometry
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dichotomy of Feature Learning and Unlearning: Fast-Slow Analysis on Neural Networks with Stochastic Gradient Descent
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regularized Discriminative Alignment for Deep Representations under Label Shift
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How Does the Pretraining Distribution Shape In-Context Learning? A Fundamental Trade-Off
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Low-dimensional topology of deep neural networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Possibilistic Predictive Uncertainty for Deep Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamics Reveals Structure: Challenging the Linear Propagation Assumption
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradient Flow Dynamics and Implicit Bias of Diagonal Linear Networks under Infinitesimal Initialization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When less gives more: bias from small dataset can speed up training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Pruning at Initialisation through the lens of Graphon Limit: Convergence, Expressivity, and Generalisation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Approximate Uniform Facility Location via Graph Neural Networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Theoretical Limitations of Embedding-based Link Prediction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Operationalizing the Superficial Alignment Hypothesis via Task Complexity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Approximate Equivariance via Projection-Based Regularisation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Reach: Understanding Neural Scaling through Kernel Alignment Dynamics
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Weak-to-Strong Generalization via Bregman Bias–Variance Decomposition
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Self-Consistency for Efficient Reasoning with Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Branch Scaling Manifests as Implicit Architectural Regularization for Improving Generalization in Overparameterized ResNets
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Size Transferability of Graph Convolutional Networks across Sparsity: A Generalized Graphon Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Narrowing the ANN–SNN Gap for 1D Signal Classification with Multi-Scale Temporal Encoding and Sparsity-Regularized Transform Encoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sampled hard labels from sparse targets mislead rotation invariant algorithms
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploiting weight-space symmetries for approximating curvature
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Implicit Bias of Depth: From Neural Collapse to Softmax Codes
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Magnitude Distance: A Geometric Measure of Dataset Similarity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination
[
JMLR]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clustering in Deep Stochastic Transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Algebraic View of the Expressivity of Recurrent Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transformers Provably Learn Algorithmic Solutions for Graph Connectivity, But Only with the Right Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Explaining Data Mixing Scaling Laws
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Over-Alignment vs Over-Fitting: The Role of Feature Learning Strength in Generalization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Partitioning for Intrinsic Model Inversion Resistance in Collaborative Inference
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TRACE: Trajectory Recovery for Continuous Mechanism Evolution in Causal Representation Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Skewness-Robust Causal Discovery in Location-Scale Noise Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Discovery for Irregularly Time Series with Consistency Guarantees
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Completeness in Causal Discovery from Soft Interventions with Known Targets
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Partial Identification under High-Dimensional Potential Outcomes and Confounders via Optimal Transport
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Identification from Counterfactual Data: Completeness and Bounding Results
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Effect Identifiability in the Presence of Latent Confounders Without Auxiliary Variables
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Global Directional Priors with Local Statistical Validation for Scalable Causal Discovery
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dissecting Causal Mechanism Shifts via FANS: Function And Noise Separation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Local Covariate Selection for Average Causal Effect Estimation without Pretreatment and Causal Sufficiency Assumptions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards a Holistic Understanding of Selection Bias for Causal Effect Identification
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Test-Time Learning of Causal Structure from Interventional Data
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Modeling of Selection in Evolution
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Frequentist Consistency of Prior-Data Fitted Networks for Causal Estimation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Causal Abduction: A Foundation Framework for Explainable Model Predictive Control
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning General Causal Structures with Hidden Dynamic Process for Climate Analysis
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CauScale: Neural Causal Discovery at Scale
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Linear Causal Representation Learning by Topological Ordering, Pruning, and Disentanglement
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Representation Learning with Optimal Compression and Complex Treatments
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PACER: Acyclic Causal Discovery from Large-scale Interventional Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Identifying Partially Observed Causal Models from Heterogeneous/Nonstationary Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Rank by Directly Optimizing Full-Order Probabilities
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FedReLa: Imbalanced Federated Learning via Re-Labeling
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PINE: Pruning Boosted Tree Ensembles with Conformal In-Distribution Prediction Equivalence
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Uncovering the Gradient Geometry of Long CoT: A Spectral-guided Approach to Reasoning Distillation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Likelihood over Estimation: Robust Quadratic Discriminant Analysis for Heavy-Tailed Distributions with Theory and Evidence
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Data and Feature Selection by Generalized CUR Decomposition
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advancing Analytic Class-Incremental Learning through Vision-Language Calibration
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trust Functions: Near Lossless Weak-to-Strong Generalization by Learning to Trust the Weak Teacher
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Accuracy and Complexity: The Effective Information Criterion for Structurally Stable Symbolic Regression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FairMerging: Rethinking Model Merging through the Lens of Fairness
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Magnitude: Scale-Invariant Evidential Fusion for Multi-View Classification
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Power of Statistics in Class-Incremental Learning with Pretrained Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LassoFlexNet: a Flexible Neural Architecture for Tabular Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When More Experts Hurt: Underfitting in Multi-Expert Learning to Defer
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Merge to Remember: Sharpness-Aware Isotropic Merging for Continual Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Orthogonal Model Merging
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation.
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OPIC: Enhancing Language Model Merging via Optimizing In-Context Capability
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Component-Wise Composite Likelihood Distillation for Censored Time-to-Event Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Geometry of Updates: Fisher Alignment at Vocabulary Scale
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CE$^4$L: Continual Ego, Exo, and Ego-Exo Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Saliency-Aware Model Merging
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AlignedNorm: Prompting Vision–Language Models via Coupled Prompt Field
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sketch-Based Low-Rank Model Merging with Shared Circulant Transforms
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transporting Task Vectors across Different Architectures without Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Task Bayesian In-Context Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fine-Tune Once, Reuse Across Models: Bayesian Task-Update Factors and Approximations
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distilling Task-Level Coordination Policies for Generalizable Multi-Agent Cooperation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic
[
URL]
[ OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting the Role of Pretrained Weights in Model Merging: On Near-Optimality within the Core Subspace
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FRISM: Fine-Grained Reasoning Injection via Subspace-Level Model Merging for Vision–Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Progressive Graph Structure Adjustment for Homophily Shift Adaptation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Symbiosis-Inspired Knowledge Distillation for Incremental Object Detection
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlocking the Potential of Continual Model Merging: An ODE Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TRACER: Persistent Regularization for Robust Multimodal Finetuning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Design Linear Constrained Neural Layers with Implicit Convex Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Complexity of Decentralized Optimization with Mixed Affine Constraints
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mirror Descent Under Generalized Smoothness
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hyperparameter Transfer Laws for Non-Recurrent Multi-Path Neural Networks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Inconsistency-Aware Minimization: Improving Generalization with Unlabeled Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Lower Bounds for Frank-Wolfe on Strongly Convex Sets
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adapting to Evolving Graphs: A Scalable Framework for Dynamic Coarsening
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Neural Network Learning Rates: A Stackelberg Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decision-focused Sparse Tangent Portfolio Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SOLAR for Offline MARL: Plateau-Triggered Potential Shaping under World-Model Uncertainty
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trainable Nonexpansive Denoisers for Contractive Image Reconstruction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond the Bellman Recursion: A Pontryagin-Guided Framework for Non-Exponential Discounting
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decision-Focused Learning via Tangent-Space Projection of Prediction Error
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Threshold-Guided Optimization for Visual Generative Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FOAM: Frequency and Operator-Error Based Adaptive Damping Method for Reducing Staleness-Oriented Error for Shampoo
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Do We Need Warm-up? A Theoretical Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Constructing Industrial-Scale Optimization Modeling Benchmark
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Non-Parametric Optimization for Scalable Learning in Stochastic Decision Problems
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Draft-and-Audit Reinforcement Learning for Optimization Modeling
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Momentum and Nonlinear Damping for Neural Network Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Row-stochastic matrices can provably outperform doubly stochastic matrices in decentralized learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FedCDWA: Decoupled Federated Prototype Distillation with Hierarchical Wasserstein Aggregation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PACE: Proactive Agent-Level Admission Control for Efficient Agentic Batch Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Tight Theory of Error Feedback Algorithms in Distributed Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScaleSim: Serving Large-Scale Multi-Agent Simulation with Invocation Distance-Based Memory Management
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Capacity Bottleneck in Model-Heterogeneous Federated Learning via Gradual Model Restoration
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Factored Gossip DiLoCo: Reducing Blocking Communication within DiLoCo
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DistFlow: A Fully Distributed RL Framework for Scalable and Efficient LLM Post-Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Matrix-Free GPU Semidefinite Programming for Quantum Ordered Search at the k=6 Frontier
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Federated Learning is a Lens towards a Democratized Future for the Scaling Law Era
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Delayed Momentum Aggregation: Communication-efficient Byzantine-robust Federated Learning with Partial Participation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
High-Probability Convergence Guarantees of Decentralized SGD
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Role of Batch Size in Stochastic Conditional Gradient Methods
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Online Linear Programming for Multi-Objective Routing in LLM Serving
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FAB: A First-Order AB-based Gradient Algorithm for Distributed Bilevel Optimization over Time-Varying Directed Graphs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bottleneck Communication Delay Minimization for Communication-Efficient Decentralized Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Staleness in Asynchronous Pipeline Parallelism via Basis Rotation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MuLoCo: Muon is a Practical Inner Optimizer for DiLoCo
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OServe: Accelerating LLM Serving via Spatial-Temporal Workload Orchestration
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HO-SFL: Hybrid-Order Split Federated Learning with Backprop-Free Clients and Dimension-Free Aggregation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Federated Learning Against Adaptive Compression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
scDataset: Scalable Data Loading for Deep Learning on Large-Scale Single-Cell Omics
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HybridFlow: Resource-Adaptive Subtask Routing for Efficient Edge-Cloud LLM Inference
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HexGen-3: A Fully Disaggregated LLM Serving Framework with Fine-Grained Heterogeneous Resource Autoscaling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Learning for Insertion-based Generation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MIRA: A Score for Conditional Distribution Accuracy and Model Comparison
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Testing For Distribution Shifts with Conditional Conformal Test Martingales
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
[
Slides]
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Predictable Compression Failures: Order Sensitivity and Information Budgeting for Evidence-Grounded Binary Adjudication
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Predictive Uncertainty Is Not Enough -- Joint Distribution for Full Uncertainty Representation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VERA-V: Variational Inference Framework for Jailbreaking Vision-Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Bias in Locally Constrained Decoding via Tractable Proposals
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Copula-SVI: Vine-Copula Variational Inference for Instance-Level Correlation Capturing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Extending Prediction-Powered Inference through Conformal Prediction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Efficient Joint Learning Approach for Item Response Theory
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GEM-FI: Gated Evidential Mixtures with Fisher Modulation
[
Slides]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Guided Sampling for Combinatorial Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fast and Expressive Multi-Byte Prediction with Probabilistic Circuits
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Learning of Disentangled Representations
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Expectation Consistency Loss: Rethink Confidence Calibration under Covariate Shift
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Noisy-Channel Minimum Bayes Risk Decoding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Split Group Knockoffs: Controlling False Discovery Rate in Transformational Group Sparsity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Joint Model and Data Sparsification via the Marginal Likelihood
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Betting on Predictions
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Can Microcanonical Langevin Dynamics Leverage Mini-Batch Gradient Noise?
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Population-Free Pareto Tracking for Sample-Efficient Multi-Policy MORL
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
D-ARL: A Distribution-Matched Asynchronous Reinforcement Learning Framework for Language Reasoning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Task-Sufficient World Models by Synergizing Agentic Exploration and Structured Modeling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning What to Generate: A Reinforcement Learning-based Closed-Loop Augmentation Framework for Person Re-identification
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Investigating Memory in RL with POPGym Arcade
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MEAL: A Benchmark for Continual Multi-Agent Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Trajectory-Level Attribution: Graph-Based Credit Assignment for Agentic Reinforcement Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Preference Poisoning Attack on Offline RLHF
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reparameterization Flow Policy Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Strat-Reasoner: Reinforcing Strategic Reasoning of LLMs in Multi-Agent Games
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tvcache: A Tool-Value Cache for Post-Training LLM Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OpenHA: A Series of Open-Source Hierarchical Agentic Models in Minecraft
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DeepHA: Scaling Action Chains Elicits Deep Hierarchical Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TreePO: Enhancing Policy Efficacy and Inference Efficiency with Tree Modeling
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HiPER: Hierarchical Plan–Execute RL for Multi-Turn LLM Agents
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DADP: Domain Adaptive Diffusion Policy
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Difference Calibration in Sequential Tasks: Application to Vision-Language-Action Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
XRPO: Pushing the Limits of GRPO with Targeted Exploration and Exploitation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
REAL: Regression-Aware Reinforcement Learning for LLM-as-a-Judge
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stable Asynchrony: Variance-Controlled Off-Policy RL for LLMs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advancing LLM Reasoning with Natural Language and Numerical Feedback
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Keeping a Secret Requires a Good Memory: Space Lower-Bounds for Private Algorithms
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FUSE: Full‑spectrum Unlearnable Examples via Spectral Equalization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ASRU: Activation Steering Meets Reinforcement Unlearning for Multimodal Large Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PrivCode++ : Latent-Conditioned Differentially Private Code Generation for Comprehensive Guarantees
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Range Subgraph Counting
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Sample-Level Forgetting: Improving Reliability in Multimodal Unlearning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Empirical Study on the Resilience of Partial Merging to Model Clone Attacks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SlaClip: Gradient Norm Slacks can be Indicator for Adaptive Clipping in DP-SGD
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fast and Optimal Algorithms for Private Hypothesis Selection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EPSVec: Efficient and Private Synthetic Text Generation via Dataset Vectors
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Hidden Risk: Membership Inference Attacks on Multimodal Federated Learning via Modality Imbalance
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Private Learning with Public Feature Conditioning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reverse-Engineering Model Editing on Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Geodesic Regression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Privacy-Aware Data Integration for Enhanced Quantile Inference under Heterogeneity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LMCleaner: Efficient and Certified Online Unlearning via Influence Propagation Truncation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradient Inversion Attacks Beyond SGD
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DP-KFC: Data-Free Preconditioning for Privacy-Preserving Deep Learning
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VPD-100K: Towards Generalizable and Fine-grained Visual Privacy Protection
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Submodular Maximization with a Knapsack Constraint
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Synthetic Tabular Data via Private Evolution
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Every Step Counts: Decoding Trajectories as Authorship Fingerprints of dLLMs
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Cross-Silo Recommendation from Implicit Feedback
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Enhancing Membership Inference Attacks on Diffusion Models from a Frequency-Domain Perspective
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MINIM: Privacy-Aware Minimal View for Agents via Trusted Local Sanitization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting ML Training under Fully Homomorphic Encryption: Convergence Guarantees, Differential Privacy, and Efficient Algorithms
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MultiPriv: Benchmarking Individual-Level Privacy Reasoning in Vision-Language Models
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LAPRAS : Learning-Augmented PRivate Answering for linear query Streams.
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PrivGate: Steering Contextual Integrity in LLMs via Latent Space Geometry
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Accurate, private, secure, federated U-statistics with higher degree
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Manifold Learning (FML): Tackling Domain Heterogeneity with Structural Knowledge Transfer
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: The Privacy-Auditability Paradox in Federated Learning: Why We Need Controllable Secure Aggregation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Privacy Risks of Agentic Inferential Capabilities in Data Linkage Attacks
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Alignment-Sensitive Minimax Rates for Spectral Algorithms with Learned Kernels
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stability and Generalization of Nonconvex Optimization with Heavy-Tailed Noise
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Gaussian Graphical Models from a Glauber Trajectory Without Mixing
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Statistical Consistency and Generalization of Contrastive Representation Learning
[
Poster]
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Distribution Estimation in $\ell_\infty$
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient and Minimax-optimal In-context Nonparametric Regression with Transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transformers Efficiently Perform In-Context Logistic Regression via Normalized Gradient Descent
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Benign Overfitting in Adversarial Training for Vision Transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sharper Generalization Guarantees for Asynchronous SGD: Beyond Lipschitzness, Smoothness and Data Homogeneity
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trajectory Seriation via Spectral Tangent Alignment and Global Embedding
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SAQNN: Spectral Adaptive Quantum Neural Network as a Universal Approximator
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Meta-Learning with Generalized Ridge Regression: High-dimensional Asymptotics, Optimality and Hyper-covariance Estimation
[
URL]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provable Bounds for the Learnability of Sample-Compressible Families from Noisy Samples
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Convex Distance Operator Transport: Convex and Geometry-Preserving Information
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Flat Minima and Generalization: Insights from Stochastic Convex Optimization
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
All ERMs Can Fail in Stochastic Convex Optimization Lower Bounds in Linear Dimension
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Precise Asymptotics of Bagging Regularized M-estimators
[
URL]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Statistical Guarantees for Diffusion Models on Low-Dimensional, Multi-Modal Data
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Statistical-Computational Trade-offs for Recursive Adaptive Partitioning Estimators
[
URL]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Preconditioners Trigger Loss Spikes in Adam
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Continuous Variable Hamiltonian Learning at Heisenberg Limit via Displacement-Random Unitary Transformation
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provably Label-Efficient Conformal Prediction
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Outcome-Aware Spectral Feature Learning for Instrumental Variable Regression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Laws for Precision in High-Dimensional Linear Regression
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Approximation Error Upper and Lower Bounds for Hölder Class with Transformers
[
OpenReview]
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Iteration Helps and Hurts in Self-Training: Denoising vs. Signal Forgetting
[
OpenReview]
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