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Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DOCKSMITH: Scaling Reliable Coding Environments via an Agentic Docker Builder
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines
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Slides]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Flow for Future: Geometric SE(3)-Equivariant Flow Matching for 3D Trajectory Prediction
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unbiased Reward Modeling from Implicit Preference
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SKETCH: Semantic Key-Point Conditioning for Long-Horizon Vessel Trajectory Prediction
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LLM4Cov: Execution-Grounded Agent Learning for High-Coverage Hardware Verification
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Prior to Pro: Efficient Skill Mastering via Distribution Contractive RL Finetuning
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Olaf-World: Orienting Latent Actions for Video World Modeling
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
“Do Diffusion Models Dream of Electric Planes?” Discrete and Continuous Simulation-Based Inference for Aircraft Design
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Slides]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Active Timepoint Selection for Learning Measure-Valued Trajectories
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MarketSim: Simulating Stock Markets with Large-Scale Generative Agents
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Geometric Flow Grounding: A Unified Manifold Decoupling Framework for Dynamics Discovery and Verification
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SE-GA: Memory-Augmented Self-Evolution for GUI Agents
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Physics-informed coarsening for multigrid graph neural networks surrogates
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Interleaved Selective State Space Models for Efficient WiFi-Based 3D Multi-Person Pose Estimation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Survival Knowledge Distillation for Competing Risks Analysis
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LMM4-IC4K: A Large Multimodal Model Powered Integrated Circuit Footprint Geometry Understanding
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Signature-Informed Transformer for Asset Allocation
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generative Inverse Design with Abstention via Diagonal Flow Matching
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
4DPC$^2$hat: Towards Dynamic Point Cloud Understanding with Failure-Aware Bootstrapping
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bioacoustic Geolocation: Species Sounds as Geographic Signals
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reading Between the Tokens: Improving Preference Predictions through Mechanistic Forecasting
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OmniSapiens: A Foundation Model for Social Behavior Processing via Heterogeneity-Aware Relative Policy Optimization
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CoEvol-NO: State and Coordinate Co-Evolution with an Error-Driven Predictor-Corrector Paradigm for Neural Operator Transformer
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Landmark-Guided Policy Optimization for Multi-Objective Language Model Selection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Global Merger-Arbitrage Forecasting with Language Models
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Drop-in Circulant Structural Priors for Transformer Decoding of Cyclic Codes
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bridging Functional Correctness and Runtime Efficiency Gaps in LLM-Based Code Translation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SoftBinary Coding: A New Information-Theoretic Paradigm for Neural Compression via Fast Channel Simulation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GeoReward: Mitigating Contextual Variable Overestimation in Vision-Language Models for Cross-Market Preference Prediction
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Agent JIT Compilation for Latency-Optimizing Computer-Use Agent Planning and Scheduling
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Factorized Scheduling Principle: Learning Interpretable and Transferable Policies via Structured Additive Functions
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SemRep: Code Transformation with Semantics-Preserving Representations
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
InfoPO: Information-Driven Policy Optimization for User-Centric Agents
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neuro-Symbolic AI for Analytical Solutions of Differential Equations
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep Coupling Learning for Solving PDEs
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Imposing Boundary Conditions on Neural Operators via Learned Function Extensions
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Training-Free Bayesian Filtering with Generative Emulators
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Excited Pfaffians: Generalized Neural Wave Functions Across Structure and State
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BLIPs: Bayesian Learned Interatomic Potentials
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generative Neural Operators through Diffusion Last Layer
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Test-time Generalization for Physics through Neural Operator Splitting
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WFR-MFM: One-Step Inference for Dynamic Unbalanced OT
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Meta-learning Structure-Preserving Dynamics
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BM^2: Coupled Schrödinger Bridge Matching
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URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spectral-Informed Neural Networks Outperform Spectral methods in High-dimensional PDEs
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Slides]
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RetrOrchestrator: A Multi-Step Retrosynthesis Agent Dynamically Orchestrating Single-Step Transition Models
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discovering Ordinary Differential Equations with LLM-Based Qualitative and Quantitative Evaluation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reduction of Probabilistic Chemical Reaction Networks
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cheap2Rich: A Multi-Fidelity Framework for Data Assimilation and System Identification of Multiscale Physics - Rotating Detonation Engines
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Open Materials Generation with Inference-Time Reinforcement Learning
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Heavy-tailed Physics-Informed Neural Networks
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AutoMS: Multi-Agent Evolutionary Search for Cross-Physics Inverse Microstructure Design
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Call to Lagrangian Action: Learning Population Mechanics from Temporal Snapshots
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Revisiting Photometric Ambiguity for Accurate Gaussian-Splatting Surface Reconstruction
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cello: A Universal Cell-wise Feature Aggregation framework for Reliable Pathology Images Analysis
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatial Priors via Space Filling Curves for Small and Limited Data Vision Transformers
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Counterfactual Occlusion-Aware Learning via Visibility Intervention for LiDAR Anomaly Detection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unleashing the Representational Power of Fourier Shapes for Attacking Infrared Object Detection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking Low-Confidence Pseudo Labels: Influence-Aware Semi-Supervised Fine-Tuning for Hyperspectral Change Detection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Metric–-Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DuRP: Dual-Stage Physics-Embedded Learning for Joint Radiance and Polarization Restoration
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffuse to Detect: Bi-Level Sample Rebalancing with Pseudo-Label Diffusion for Point-Supervised Infrared Small-Target Detection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Structure-Aware Consistency Priors for Shape from Polarization in Complex Media
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
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Slides]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fast-SAM3D: 3Dfy Anything in Images but Faster
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
IQA-Spider: Unifying Reasoning, Grounding, and Referring for Multi-Granularity Image Quality Assessment
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Required Spine Optional Limbs: Heterogeneous Federated Learning via Backbone-sharing and Activation-guided Selection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GADA: Geometry-Aware Deformable Aggregation for Image-Based Gaussian Splatting
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PCGS: Deblurring 3D Gaussian Splatting with Patch Comparison
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Transform Trained Transformer for Accelerating Native 4K Video Generation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Affine-Equivariant Kernel Space Encoding for NeRF Editing
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
3DGS$^2$-TR: A Scalable Second-Order Trust-Region Method for 3D Gaussian Splatting
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Hypertoroidal Covering for Perfect Color Equivariance
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Heuristics: Learnable Density Control for 3D Gaussian Splatting
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Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hyperspectral Image Fusion with Spectral-Band and Fusion-Scale Agnosticism
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Formally Exploring Visual Anomaly Detection Evaluation Metrics
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CoverPruneGS: Coverage-Preserving Structured Pruning for Hierarchical 3D Gaussian Splatting from Sparse-View Monocular Videos
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
QuantWear: Quantum-scale Wear Particle Detection for Jet Engine Diagnosis
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Open-Text Aerial Detection: A Unified Framework For Aerial Visual Grounding And Detection
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Expandable, Compressible, Mineable: Open-World Thermal Infrared Image Restoration
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BiRQA: Bidirectional Robust Quality Assessment for Images
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fully Zero-Shot Image Dehazing
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Poster]
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EvReflection: Event-Driven Micro-Dynamics for Reflection Removal
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pix2Key: Controllable Open-Vocabulary Retrieval with Semantic Decomposition and Self-Supervised Visual Dictionary Learning
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Elastic Diffusion Transformer
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SHERPA: Fine-tuning Segment Anything Models with Task-relevant Guidance
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Navigating the Flatlands: Dual Adaptive Sharpness-Aware Minimization for Domain Generalization
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VFMF: Dense Forecasting by Generating Foundation Model Features
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Trustworthy and Identifiable Virtual Face Generation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Coarse to Fine: Deep Prototype Refinement Network for Few-Shot Point Cloud Semantic Segmentation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Butterworth as Attention: Anisotropic Spectral Gating for Pansharpening
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatially-Regularized Entropy for Discriminative Token Merging in Fine-Grained Re-Identification
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Large-capacity and Receiver Authenticable Generative Image Steganography
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Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spectral–Spatial Mixing with Morphology-Aware Adaptive Loss for Medical Image Segmentation.
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unifying Deep Stochastic Processes for Image Enhancement
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Light Up Your Face: A Physically Consistent Dataset and Diffusion Model for Face Fill-Light Enhancement
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep Residual Injection for Full-Spectrum Forensic Signal Perception in Multimodal Large Language Models
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Is Training Necessary for Anomaly Detection?
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Supervise Less, See More: Training-free Nuclear Instance Segmentation with Prototype-Guided Prompting
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Explainable Forensics of Manipulated Segments in Untrimmed Long Videos
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Uni-DocRobust: Universal Plug-and-Play Robustness Enhancement for Multi-modal LLMs via Feature Restoration
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Effective Waste Segmentation for Automated Waste Recycling in Cluttered Background
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Structured 4D Latent World Model for Robot Planning
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Modular Safety Guardrails Are Necessary for Foundation-Model-Enabled Robots in the Real World
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RoboFlow4D: A Lightweight Flow World Model Toward Real-Time Flow-Guided Robotic Manipulation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Joint Navigation and Manipulation Planning with 3D Interaction Chains
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Embodied-DETR: End-to-End Temporal 3D Object Detection in Egocentric Views
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FlatLab: A Unified Methodology Framework and Simulation-Based Benchmark for Robotic Manipulation of Flat Objects
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SCALE: Self-uncertainty Conditioned Adaptive Looking and Execution for Vision-Language-Action Models
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Generalist Pair-wise Progress Critic Model for Vision-Language-Action Robots
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProAct: A Benchmark and Multimodal Framework for Structure-Aware Proactive Response
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Any3D-VLA: Enhancing VLA Robustness via Diverse Point Clouds
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
World Guidance: World Modeling in Condition Space for Action Generation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tabero: Learning Gentle Manipulation with Closed-Loop Force Feedback from Vision, Touch, and Language
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RoboOmni: Actions Are Just Another Modality for Your Vision-Language Models
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
R$^3$L: Reasoning 3D Layouts from Relative Spatial Relations
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotic Systems
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neural Implicit Action Fields: From Discrete Waypoints to Continuous Functions for Vision-Language-Action Models
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
XR-1: Towards Versatile Vision-Language-Action Models via Learning Unified Vision-Motion Representations
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MapDream: Task-Driven Map Learning for Vision-Language Navigation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TapSampling: Inference-Time Sampling with a Task-Progress-Understanding Verifier for Robotic Manipulation
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OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Vision-Language-Action Pretraining from Large-Scale Human Videos
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PhyScene3D: Physically Consistent 3D Interactive Tabletop Scene Generation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Debate2Create: Robot Co-design via Multi-Agent LLM Debate
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SpikeVLA: Vision-Language-Action Models with Spiking Neural Networks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dual-Stream Diffusion for World-Model Augmented Vision-Language-Action Model
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DiLA: Disentangled Latent Action World Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DecoVer: A Decompose-and-Verify Neuro-Symbolic Framework for Embodied Task Planning with BC+
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatial Memory for Out-of-Vision Manipulation in Vision-Language-Action
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SafeLab: An Interactive High-Fidelity Benchmark for Embodied Safety in Scientific Robotics
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dismantling the Illusion of Vision-Language-Action Models Competence via Explicit Distributional Shifts
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DreamDojo: A Real-Time Robot World Model from Large-Scale Human Videos
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reflex: Real-Time Vision-Language-Action Control through Streaming Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Pixels to Tokens: A Systematic Study of Latent Action Supervision for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
General Covariant Action Modeling: Constructing Generalized Manifolds via Spatio-Temporal Decoupling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Speedup Patch: Learning a Plug-and-Play Policy to Accelerate Embodied Manipulation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Skill Grounding via Code Refactoring with Small Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pretrained Vision-Language-Action Models are Surprisingly Resistant to Forgetting in Continual Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sample from What You See: Visuomotor Policy Learning via Diffusion Bridge with Observation-Embedded Stochastic Differential Equation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Practical World Model-based Reinforcement Learning for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distinguishing Imitation Error from Intrinsic Motion Learning Difficulty
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DynVLA: Learning World Dynamics for Action Reasoning in Autonomous Driving
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hydra-Nav: Object Navigation via Adaptive Dual-Process Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Plug-and-Play Label Map Diffusion for Universal Goal-Oriented Navigation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fisher-Preserving Guidance: Training-Free Manifold Constraints for Safe Diffusion Control
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Abstraction to Instantiation: Learning Behavioral Representation for Vision-Language-Action Model
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Predicting What Matters: Robust Generalist Robot Policy Learning via Future Semantic Mask
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EvoCF: Multi-Agent Collaboration via Agentic Memory-Driven Evolutionary Counterfactual Planning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GAE: Unleashing Physical Potential of VLM with Generalizable Action Expert
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
NOMAD: Lifelong Trajectory Planning via Non-Parametric Bayesian Memory-Adaptive Diffusion Experts
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EvoMAS: Heuristics in the Loop—Evolving Smarter Agentic Workflows
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Focus-Then-Contact: Speeding Up Robotic Contact-Rich Task Learning with Affordance-Guided Real-World Residual Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EcoVLA: Environment-Aware Adaptive Pruning with Interleaved Inference Orchestration for Vision-Language-Action Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPUR: Scale-Partitioned Uncertainty Rectification for Robust UAV-on-UAV Interception
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
UAV$^2$: A Unified and Adaptive Scheduling Framework for UAV Autopilot System with Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PSG-Nav: Probabilistic Scene Graph Navigation via Multiverse Decision Making
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AIR-VLA: Vision-Language-Action Systems for Aerial Manipulation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SpecPrune-VLA: Accelerating Vision-Language-Action Models via Action-Aware Self-Speculative Pruning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Embodiment-Conditioned Mixture of Experts Increases the Evolvability of Robots
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Mechanistic Understanding of Sim-and-Real Co-Training in Generative Policies
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VLANeXt: Recipes for Building Strong VLA Models
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Noise to Control: Parameterized Diffusion Policies
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HDFlow: Hierarchical Diffusion-Flow Planning for Long-horizon Tasks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DyGRO-VLA: Cross-Task Scaling of Vision–Language–Action Models via Dynamic Grouped Residual Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Plan in Sandbox, Navigate in Open Worlds: Learning Physics-Grounded Abstracted Experience for Embodied Navigation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DriveWorld-VLA: Unified Latent-Space World Modeling with Vision–Language–Action for Autonomous Driving
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When Replanning Becomes the Bottleneck: Budgeted Replanning for Embodied Agents
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PULSE: Generative Phase Evolution for Non-Stationary Time Series Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CombinationTS: A Modular Framework for Understanding Time-Series Forecasting Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DualTimesField: Rethinking Time Series as Continuous-Time Trends and Events
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Information Geometry Loss for Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TimeSAE: Sparse Decoding for Faithful Explanations of Black-Box Time Series Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Cardiac Latent Representations in Vectorcardiogram Space
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TimeSeed: Effective Time Series Forecasting with Sparse Endogenous Variables
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Geometry-Aware Contrastive Learning for Few-Shot Automatic Modulation Recognition
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BioFormer: Rethinking Cross-Subject Generalization via Spectral Structural Alignment in Biomedical Time-Series
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Ranking Time Series using a Time Warping Ideal Point Model
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
KUMA: A Novel Framework with Koopman Separation and Efficient Multilevel Extraction in Time Series Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ReNF: Rethinking the Principles of Neural Long-Term Time Series Forecasters
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ConFlux: Multivariate Time Series in Flux, One Unified Forecast in Confluence
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LagLLM: LLM-empowered lead–lag dependency learning for spatial-temporal time series forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Extrapolation: Knowledge Utilization Paradigm with Bidirectional Inspiration for Time Series Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Text to Forecasts: Bridging Modality Gap with Temporal Evolution Semantic Space
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From geometry to dynamics: Learning overdamped Langevin dynamics from sparse observations with geometric constraints
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hierarchical ODE: Learning Continuous-Time Physical Prototypes for Early Link Failure Detection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FIPN: Forward Self-Organizing Interpretable Polynomial Networks for Time Series Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Channel Adapter for Time Series Foundation Models in Zero-Shot Multivariate Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Overcoming the Modality Gap in Context-Aided Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Parameter Decorrelation via Transition-Variance Alignment for Multivariate Time-series Forecasting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dynamic Relational Priming Improves Transformer in Multivariate Time Series
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DRL-STAF: A DRL Framework for State-aware Forecasting of Complex Multivariate Hidden Markov Process
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bootstrapped Exploration with Causal Reasoning: A Training Paradigm for Adaptive Forecasting Agent
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Time series saliency maps: Explaining models across multiple domains
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Probing the Geometry of Diffusion Models with the String Method
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Insertion Based Sequence Generation with Learnable Order Dynamics
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Generative Priors: Minority Sampling with JEPA-Guided Diffusion
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffusion Language Model Parallel Decoding via Product-of-Experts Bridge
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MAD: Manifold Attracted Diffusion
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Information-Geometric Adaptive Sampling for Graph Diffusion
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Riemannian Diffusion Models on General Manifolds via Physics-Informed Neural Networks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Manifold-Aware Perturbations for Constrained Generative Modeling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Compositional Generative Modeling from Decentralized Data
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adapting Noise to Data: Generative Flows from Learned 1D Processes
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PADS-TAL: Padding-Annealed Diffusion Sampling in Text-Aware Latent Space for Robust and Diverse Text-to-Music Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GLAD: Bidirectional Structure-Attribute Alignment via Latent Graph Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When Sample Selection Bias Precipitates Model Collapse
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Where Rectified Flows Leak: Characterizing Membership Signals Along the Interpolation Path
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VectorWorld: Efficient Streaming World Model via Diffusion Flow on Vector Graphs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatiotemporal Imputation with Graph-Informed Flow Matching
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Locally Coherent Parallel Decoding in Diffusion Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cascaded Flow Matching for Heterogeneous Tabular Data with Mixed-Type Features
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Flexibility-Aware Geometric Latent Diffusion for Full-Atom Peptide Design
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Categorical Reparameterization with Denoising Diffusion models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Measurement-Consistent Langevin Corrector for Stabilizing Latent Diffusion Inverse Problem Solvers
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Structured Diffusion Bridges: Inductive Bias for Denoising Diffusion Bridges
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Are First-Order Diffusion Samplers Really Slower? A Fast Forward-Value Approach
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Temporal Difference Learning for Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
G2D2: Gradient-Guided Discrete Diffusion for Inverse Problem Solving
[
URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Particle-Guided Diffusion Models for Partial Differential Equations
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Condition-Aware Graph Flow Matching for Modeling the Distributions of Complex Physical Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
IDLM: Inverse-distilled Diffusion Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Infinite Mask Diffusion for Few-Step Distillation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CountsDiff: A diffusion model on the natural numbers for generation and imputation of count-based data
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Plug-and-Play Guidance for Discrete Diffusion Models via Gradient-Informed Logit Correction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Navigating the Energy Landscape of Collaboration: Multi-Agent Communication Graph Generation via Score-Based Diffusion
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Markovian Projection of Star-Shaped Diffusion for Exponential Family Distributions
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Parallel Diffusion Sampling via Dynamic Jacobian Bandwidth
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fine-Tuning Masked Diffusion for Provable Self-Correction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CANDI: Hybrid Discrete-Continuous Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Diffusion Models under Nonconvex Equality and Inequality constraints via Landing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AutoSizer: Automatic Sizing of Analog and Mixed-Signal Circuits via Large Language Model (LLM) Agents
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SpecMD: A Comprehensive Study On Speculative Expert Prefetching
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WinQ: Accelerating Quantization-Aware Training of Large Language Models around Saddle Points
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Attacks on Machine-Text Detectors Retain Stylistic Fingerprints
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From LLM-Generated Conjectures to Lean Formalizations: Automated Polynomial Inequality Proving via Sum-of-Squares Certificates
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Not All Invariants Are Equal: Curating Training Data to Accelerate Program Verification with SLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Escaping the Subspace Trap: The Role of Optimizer Geometry in Model Width Expansion
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ZipMoE: Efficient On-Device MoE Serving via Lossless Compression and Cache-Affinity Scheduling
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PGS: Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Attribution-Guided and Coverage-Maximized Pruning for Structural MoE Compression
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPARD: Defending Harmful Fine-Tuning Attack via Safety Projection with Relevance–Diversity Data Selection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SafeHarbor: Defining Precise Decision Boundaries via Hierarchical Memory-Augmented Guardrail for LLM Agent Safety
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CAT-Q: Cost-efficient and Accurate Ternary Quantization for LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tracing the Dynamics of Refusal: Exploiting Latent Refusal Trajectories for Robust Jailbreak Detection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rapid Poison: Practical Poisoning Attacks Against the Rapid Response Framework
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Automated Formal Proofs of Combinatorial Identities via Wilf–Zeilberger Guidance and LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LLM-MatLogic: Executable Exchange Contracts for Knowledge-Graph Query Answering with Scoped Negation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AutoQRA: Joint Optimization of Mixed-Precision Quantization and Low-rank Adapters for Efficient LLM Fine-Tuning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
INT vs. FP: A Comprehensive Study of Fine-Grained Low-bit Quantization Formats
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
QTALE: Quantization-Robust Token-Adaptive Layer Execution for LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Geometry of Narrow Fine-Tuning Degradation: Trajectory Lock-in and Spectral Bifurcation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Block Rotation is All You Need for MXFP4 Quantization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Predicting Large Model Test Losses with a Noisy Quadratic System
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TwinQuant: Learnable Subspace Decomposition for 4-Bit LLM Quantization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Law for Quantization-Aware Training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Generative Verifiers For Natural Language Mathematical Proof Verification And Selection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MemEvolve: Meta-Evolution of Agent Memory Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unbiased Alignment for Large Language Models with Noisy Preferences
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Narrowing Geometry in Contaminated Reasoning
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bits That Count: Quantifying and Predicting Capabilities of Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Understanding Continual Factual Knowledge Acquisition of Language Models: From Theory to Algorithm
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distinguishable Deletion: Unifying Knowledge Erasure and Refusal for Large Language Model Unlearning
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Investigating Advanced Reasoning of Large Language Models via Black-Box Interaction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Do Vision and Text Cues Exhibit Evidential Coupling? UFO: A Benchmark for Compositional Multimodal Reasoning in Unified Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Anchor-Final Self-Supervision Drives Hallucination-Aware Optimization in Large Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Generalization Gap in Self-Evolving Language Model Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sampling from Your Language Model One Byte at a Time
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Probing How Scalable Table Data Enhances General Long-Context Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning Structure of Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Statistical Early Stopping for Reasoning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MAS-ProVe: Understanding the Process Verification of Multi-Agent Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Entropy-Aware On-Policy Distillation of Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
InfoLaw: Information Scaling Laws for Large Language Models with Quality-Weighted Mixture Data and Repetition
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Factored Causal Representation Learning for Robust Reward Modeling in RLHF
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep sequence models tend to memorize geometrically; it is unclear why.
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ABCD: All Biases Come Disguised
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RePo: Language Models with Context Re-Positioning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Temporal Self-Rewarding Language Models: Decoupling Chosen-Rejected via Past-Future
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning syntax without semantics: Disentangled tiny language models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SIMoE: A Probabilistic Framework for Cardinality-Constrained Routing in Mixture-of-Experts
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Real-Time Monitoring and Calibration of Chain-of-Thought Sycophancy in Large Reasoning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Toward Cybersecurity-Expert Small Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Information Flow Reveals When to Trust Language Models
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Syntax vs. Semantics: How Transformers Learn Deep Dependencies
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HugRAG: Hierarchical Causal Knowledge Graph Design for RAG
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Outcomes to Actions: Leveraging Hindsight for Long-Horizon Language Agent Training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Rate Scaling across LoRA Ranks and Transfer to Full Finetuning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Anchoring Self-Play for Code Repair
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mitigating Translationese Bias in Multilingual LLM-as-a-Judge via Disentangled Information Bottleneck
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Decouple Searching from Training: Scaling Data Mixing via Model Merging for Large Language Model Pre-training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Regret Pre-training: Bridging Prior and Posterior Views for Enhanced Knowledge Grounding
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Margin-Adaptive Confidence Ranking for Reliable LLM Judgement
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discounted Beta-Bernoulli Reward Estimation for Sample-Efficient Reinforcement Learning with Verifiable Rewards
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Can Large Language Models Generalize Procedures Across Representations?
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tailoring the Training: Difficulty-Aware Learning Strategy Allocation for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Controllable and explainable personality sliders for LLMs at inference time
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Real-Time Aligned Reward Model beyond Semantics
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Target-Oriented Pretraining Data Selection via Neuron-Activated Graph
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Training Data Efficiency in Multimodal Process Reward Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Confidence and Difficulty-Adaptive Policy Optimization for LLM Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Decoupling Reasoning and Confidence: Resurrecting Calibration in Reinforcement Learning from Verifiable Rewards
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProactiveLLM: Learning Active Interaction for Streaming Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimizing Language Models for Crosslingual Knowledge Consistency
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OCNR: Stabilizing Self-Play by Mitigating Iteration-Collapse With One-Class Novelty Rewards
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Transport for Reward Modeling from Noisy Feedback
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When Labelers Stay Silent: The Power of Ties in Cost-Effective Preference Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Retrieval to Translation: Translating Query into Graph-level Clues for Retrieval-Augmented Generation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Know More, Know Clearer: A Meta-Cognitive Framework for Knowledge Augmentation in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Confidence is Not Universal: Task-Dependent Calibration and Emergent Behavior in LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Agentic Model Predictive Questioning Control in Visual Design
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CAMEL: Confidence-Gated Reflection for Reward Modeling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPA: A Simple but Tough-to-Beat Baseline for Knowledge Injection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dynamic Multimodal Evaluation via Knowledge-Enhanced Benchmark Evolution
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
NITP: Next Implicit Token Prediction for LLM Pre-training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Draft-Conditioned Constrained Decoding for Structured Generation in LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mining Tensor/Neuron-Level Sparsity to Maximize Mixture-of-Experts Potential in Post-Training and Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Capacity without Access: Reinterpreting the Mid-Depth Spectral Plateau in LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
One LR Doesn’t Fit All: Heavy-Tail Guided Layerwise Learning Rates for LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Context Distillation Retains Post-Training Capabilities in Continually Trained LMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GEM: Geometric Entropy Mixing for Optimal LLM Data Curation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Slash the Sink: Sharpening Structural Attention Inside LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MergeMix: Optimizing Mid-Training Data Mixtures via Learnable Model Merging
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Enhancing Numerical Prediction in LLMs via Smooth MMD Alignment
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learn-to-learn on Arbitrary Textual Conditioning: A Hypernetwork-Driven Meta-gated LLM
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Zero Sum SVD: Balancing Loss Sensitivity for Low Rank LLM Compression
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
POET-X: Memory-efficient LLM Training by Scaling Orthogonal Transformation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WAVE: Window-Aware Vocabulary-Efficient Early-Exit for Training-Free LLM Acceleration
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WarmServe: Enabling One-for-Many GPU Prewarming for Multi-LLM Serving
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SoftMoE: Soft Differentiable Routing for Mixture-of-Experts in LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Olmix: A Framework for Data Mixing Throughout LM Development
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Memory-Efficient LLMs Training with Dynamic Sparsity: From Stability to Practical Scaling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking Pretraining Data Detection for LLMs: From Local to Global
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Convex Dataset Valuation for Post-Training
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LEAP: Zone-Aware MCTS for LLM Self-Speculative Decoding
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ACON: Optimizing Context Compression for Long-horizon LLM Agents
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MechVQA: Benchmarking and Enhancing Multimodal LLMs on Comprehensive Mechanical Drawing Understanding
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Removing Noise, not Finding Gold: Quality Filtering for Large-Scale Pretraining
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Heterogeneous Customizable Personalized Federated Fine-Tuning Approach for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RelayCaching: Accelerating LLM Collaboration via Decoding KV Cache Reuse
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Less Is More: Elevating RAG via Performance-Driven Context Compression
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProjQ: Project-and-Quantize for Adapter-Aware LLM Compression
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Long-Context Modeling with Dynamic Hierarchical Sparse Attention for Memory-Constrained LLM Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Optimal Token Baseline: Variance Reduction for Long-Horizon LLM-RL
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cache Coherent Resampling for Efficient Test Time Scaling in LLM Reasoning via Adaptive Sequential Monte Carlo
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
One-shot Entropy Minimization for Language Model Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep Pre-Alignment for VLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
UMEM: Unified Memory Extraction and Management Framework for Generalizable Memory
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
$\phi$-Balancing for Mixture-of-Experts Training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Context Tuning for In-Context Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Video-OPD: Efficient Post-Training of Multimodal Large Language Models for Temporal Video Grounding via On-Policy Distillation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PRISM: Demystifying Retention and Interaction in Mid-Training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training
[
Slides]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LoKiFormer: Locality-aware Attention with Decoupled Knowledge Memory for Efficient Large Language Model Pretraining
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Op-CAD: Benchmarking and Investigating Operation-oriented CAD Generation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Logits: Metastable Latent Dynamics for Sample-Efficient Best-of-N Selection in LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MemDecoder: Enhancing Test-Time Compute for LLM Agents via Reinforced Memory Decoding
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Where Signals Are Sparse, We Synthesize: Reinforcing Self-Corrective Reasoning in Vision–Language Models via Rollout Augmentation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EAGer: Entropy-Aware GEneRation for Adaptive Inference-Time Scaling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Critique-Guided Distillation for Robust Reasoning via Refinement
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Convex Optimization for Alignment and Preference Learning on a Single GPU
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Propose, Solve, Verify: Self-Play Through Formal Verification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ReQAT: Achieving Full-Precision Reasoning Accuracy with 4-bit Floating-Point Quantization-Aware Training
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
QEDBench: Quantifying the Alignment Gap in Automated Evaluation of University-Level Mathematical Proofs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BLISS: A Lightweight Bilevel Influence Scoring Method for Data Selection in Language Model Pretraining
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards One-to-Many Temporal Grounding
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pushing the Boundaries of Natural Reasoning: Interleaved Bonus from Formal-Logic Verification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ReMoE: Boosting Expert Reuse through Router Fine-Tuning in Memory-Constrained MoE LLM Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
UniScale: Adaptive Unified Inference Scaling via Online Joint Optimization of Model Routing and Test-Time Scaling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Teaching Models to Teach Themselves: Reasoning at the Edge of Learnability
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Strategy Executability in Mathematical Reasoning: Leveraging Human–Model Differences for Effective Guidance
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Scalars: Evaluating and Understanding LLM Reasoning via Geometric Progress and Stability
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Prompt Synthesis for Large Language Model Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EDCO: Dynamic Curriculum Orchestration for Domain-specific Large Language Model Fine-tuning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Curriculum-Guided Layer Scaling for Language Model Pretraining
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Models Under SCOPE: Scalable and Controllable Routing via Pre-hoc Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Prompts to Tokens: Internalizing Causal Supervision in Vision-Language Model for Multi-Image Causal Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LARFT: Closing the Cognition-Action Gap for Length Instruction Following in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DocVAL: Validated Chain-of-Thought Distillation for Grounded Document VQA
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning Compartmentalization: Bridging the Concretization Gap via Abstraction-based Routing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Short Chains, Deep Thoughts: Balancing Reasoning Efficiency and Intra-Segment Capability via Split-Merge Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Exploring Relational Reasoning Capabilities in LLMs with REL
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Modeling Hierarchical Thinking in Large Reasoning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SuCo: Sufficiency-guided Continuous Adaptive Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Quality-Utility Paradox: Why High-Reward Data Impairs Small Model Reasoning
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TRACE: Toulmin-based Reasoning Assessment through Constructive Elements for LLM CoT Evaluation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HGMem: Hypergraph-based Working Memory to Improve Multi-step RAG for Long-Context Complex Relational Modeling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
How to Fine-Tune a Reasoning Model? A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HyPER: Bridging Exploration and Exploitation for Scalable LLM Reasoning with Hypothesis Path Expansion and Reduction
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Which Reasoning Traces Are Worth Generating Further? Data Curation for Training Reasoning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Didactic to Constructive: Turning Expert Solutions into Learnable Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Perceptual Flow Network for Visually Grounded Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PLANTAIN: Plan-Answer Interleaved Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Thinking in Latent Space: Progressive Multimodal Simplification for Visual Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Relational Structural Causal Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-Accurate CATE is Robust to Unknown Covariate Shifts
[
URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Treatment Responder Classification with Abstention
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Anti-causal domain generalization: Leveraging unlabeled data
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DISCO: Mitigating Bias in Deep Learning with Conditional Distance Correlation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causal discovery for time series with endogenous context variables
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Causal Discovery in Real-World Time Series with Power-Laws
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Use What You Know: Causal Foundation Models with Partial Graphs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distributionally Robust Causal Abstractions
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Modeling Covariate Transition for Efficient Estimation of Longitudinal Treatment Effects in Randomized Experiments
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Interventional Processes For Causal Uncertainty Quantification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Many Experiments, Few Repetitions, Unpaired Data, and Sparse Effects: Is Causal Inference Possible?
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causal Matrix Completion under Multiple Treatments via Mixed Synthetic Nearest Neighbors
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Uncovering Bias Mechanisms in Observational Studies
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CausalProfiler: Generating Synthetic Benchmarks for Rigorous and Transparent Evaluation of Causal Machine Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Addressing Instrument-Outcome Confounding in Mendelian Randomization through Representation Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatial Deconfounder: Interference-Aware Deconfounding for Spatial Causal Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Evaluating bivariate causal statements based on mutual compatibility
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Identifiable Nonlinear Differentiable Causal Discovery via Independence and Adaptive Group Sparsity
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unveiling Prior-data Fitted Networks on Causal Effect Estimation: Pre-training or Finetuning?
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Function-Valued Causal Influence in Nonlinear Time Series
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Streaming Covariate Balancing via Discrepancy-Based Feature Coresets
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Root Cause Analysis of Failures in Microservices via Bayesian Root Cause Discovery
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Personalized Policy Learning through Discrete Experimentation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Off-Policy Evaluation Beyond Overlap under Network Interference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Doubly Robust Distributionally Robust Offline Contextual Pricing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Budgeted Active Experimentation for Treatment Effect Estimation from Observational and Randomized Data
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Formalizing and Falsifying Causal Pathways of Rare Events
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Identifiability of Causal Graphs under Non-Additive Conditionally Parametric Causal Models
[
JMLR]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Nonlinear Covariate Balance in Experimental Design
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-View Causal Discovery without Non-Gaussianity: Identifiability and Algorithms
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causal Fine-Tuning under Latent Confounded Shift
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SCOUT: Cyclic Causal Discovery Under Soft Interventions with Unknown Targets
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spiked-CFR: Causal Representation Learning from LLMs via Wasserstein Projection Pursuit
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Toward Scalable and Valid Conditional Independence Testing with Spectral Representations
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Recursive Decomposition Framework for Causal Structure Learning in the Presence of Latent Variables
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Causality is Key for Interpretability Claims to Generalise
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MiniMax Learning of Interpretable Factored Stochastic Policies from Conjoint Data, with Uncertainty Quantification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Federated Causal Inference on Multi-Site Observational Data via Propensity Score Aggregation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CONTINUUM: Restoring the Contiguous Tensor Abstraction Efficiently for Dynamic AI Workloads via Hardware Virtualization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Ekka: Automated Diagnosis of Silent Errors in LLM Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Solving Time-Dependent Differential Equations with Physical Dynamical Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HelioX: A GPU-Native Framework for Simulation and Training of Biophysically Detailed Networks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FOCUS: DLLMs Know How to Tame Their Compute Bound
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
cuRegOT: A GPU-Accelerated Solver for Entropic-Regularized Optimal Transport
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Genome-Factory: A Library for Tuning, Deploying, and Interpreting Genomic Foundation Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Two-Stage Unit Tying for Simplifying Differentiable Logic Gate Networks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Not All Prefills Are Equal: PPD Disaggregation for Multi-turn LLM Serving
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DuetServe: Harmonizing Prefill and Decode for LLM Serving via Adaptive GPU Multiplexing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BubbleSpec: Turning Long-Tail Bubbles into Speculative Rollout Drafts for Synchronous Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Prefix cache aware data reordering for LLM augmented database analytics
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking the Flow-based Gradual Domain Adaption: A Semi-Dual Optimal Transport Perspective
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Conformal Risk-Averse Decision Making with Action Conditional Guarantee
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal structure learning and conditional independence testing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Geometry-Aware Probabilistic Circuits via Voronoi Tessellations
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Maximum-Likelihood Learning of Latent Dynamics Without Reconstruction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Effect of Misspecifying the Embedding Dimension in Low-rank Network Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generalized Schrödinger Bridge on Graphs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Avoid What You Know: Divergent Trajectory Balance for GFlowNets
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking the Design Space of Reinforcement Learning for Diffusion Models: On the Importance of Likelihood Estimation Beyond Loss Design
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Identifying Common Hubs in Multiple Gaussian Graphical Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning to Bet for Horizon-Aware Anytime-Valid Testing
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Column Thresholding for Sparse Spiked Wigner Models: Improved Signal Strength Requirements
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Trajectory-Aware Heuristic Learning for Combinatorial Search
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Transformed Latent Variable Multi-Output Gaussian Processes
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Identifiability of Poisson Branching Structural Causal Model Under Latent Confounding
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SCORE: A Unified Framework for Overshoot Refund in Online FDR Control
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Epistemic Uncertainty Quantification for Pre-trained VLMs via Riemannian Flow Matching
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Exact and Approximate Algorithms for Polytree Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals
[
URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Functional Adjoint Sampler: Scalable Sampling on Infinite Dimensional Spaces
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Prediction-Powered Risk Monitoring of Deployed Models for Detecting Harmful Distribution Shifts
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Richer Bayesian Last Layers with Subsampled NTK Features
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Variational Routing: A Scalable Bayesian Framework for Calibrated Mixture-of-Experts Transformers
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Local MAP Sampling for Diffusion Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ANCHOR: Abductive Network Construction with Hierarchical Orchestration for Reliable Probability Inference in Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sparse Bayesian Deep Functional Learning with Structured Region Selection
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Predictive variational inference: Learn the predictively optimal posterior distribution
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Disentangling Latent Risk Pathways via Bayesian Hypergraph Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The surprising strength of weak classifiers for validating neural posterior estimates
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Epistemic uncertainty estimation methods are fundamentally incomplete
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
An Evidential Route to Asymptotic Bayes Optimality under Sparsity
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Stochastic Gradient Posterior Sampling with Lattice Based Discretisation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bayesian model selection and misspecification testing in imaging inverse problems only from noisy and partial measurements
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Bayesian Semi-supervised Clustering with Feature Selection and Adaptive Constraint Weighting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tractable Expected Information Gains for Exponential Family Posteriors
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cooperative variance estimation and Bayesian neural networks disentangle aleatoric and epistemic uncertainties
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tokenised Flow Matching for Hierarchical Simulation Based Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Bayesian Inference from Noisy Pairwise Comparisons
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SURGE:Unbiased Data Assimilation for Diffusion Model via Particle Filtering
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bayesian Tensor Decomposition with Diffusion Model Prior
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-Objective Bayesian Optimization via Adaptive $\varepsilon$-Constraint Decomposition
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TabMGP: Martingale Posterior with TabPFN
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Is the Last Layer Sufficient for Uncertainty Quantification?
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Practical and Scalable Hamiltonian Monte Carlo Without the Metropolis Test
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neural Low-Discrepancy Sequences
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DC-LA: Difference-of-Convex Langevin Algorithm
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Simultaneous Confidence Bounds for Aggregated Effects via Exact Subset Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Path-dependent Discrete Amortized Inference
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Covariance estimation using Markov chain Monte Carlo
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffusion posterior sampling for simulation-based inference in tall data settings
[
URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Constrained Adaptive Rejection Sampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Adjoint Schrödinger Bridge Sampler
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Inverting Data Transformations via Diffusion Sampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Stationary MMD Points
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Entropic Mirror Monte Carlo
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HypoSpace: A Diagnostic Benchmark for Set-Valued Hypothesis Generation under Underdetermination and Sublinear Coverage Bounds
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Markov Chain Monte Carlo without Evaluating the Target: an Auxiliary Variable Approach
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Complexity bounds for Dirichlet process slice samplers
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Diffusion Samplers and Bridges: Off-Policy Algorithms and Applications in Latent Spaces
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Online Variational Estimation via Monte Carlo Sampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Accelerated Multiple Wasserstein Gradient Flows for Multi-objective Distributional Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Variance-Reduced Zeroth-Order Langevin Dynamics for Non-Log-Concave Black-Box Sampling and Inverse Problems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mitigating Premature Exploitation in Particle-based Monte Carlo for Inference-Time Scaling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Computationally-efficient Graph Modeling with Refined Graph Random Features
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffusion differentiable resampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Sampling via Generalized Fixed-Point Diffusion Matching
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion
[
URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Control Consistency Losses for Diffusion Bridges
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reinforced Sequential Monte Carlo for Amortised Sampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Conditional Diffusion Sampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mitigating the Contractivity Trap in Diffusion ODEs via Stein Stabilization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Thinned Mean Field Langevin Dynamics
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient and Unbiased Sampling from Boltzmann Distributions via Variance-Tuned Diffusion Models
[
URL]
[ OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Quantum Speedups for Repeatedly Nested Expectation Estimation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Accelerating Langevin Monte Carlo via Efficient Stochastic Runge-Kutta Methods beyond Log-Concavity
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TFTF: Training-Free Targeted Flow for Conditional Sampling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Score-Repellent Monte Carlo: Toward Efficient Non-Markovian Sampler with Constant Memory in General State Spaces
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Initialization is Half the Battle: Generating Diverse Images from a Guidance Potential Posterior
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hierarchical Successor Representation for Robust Transfer
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hierarchical Goal Abstractions via Learned Subset Relations
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Inference-Aware Meta-Alignment of LLMs via Non-Linear GRPO
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dreaming in Code for Curriculum Learning in Open-Ended Worlds
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Transferable Interaction Primitives from Game Videos for Humanoids
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning to Perceive the World Through Control: Empowerment-Based Representation Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Co-Evolving Latent Action World Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Trust-Region Diffusion Policies for Massively Parallel On-Policy RL
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Designing Observation and Action Models for Efficient Reinforcement Learning with LLMs
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TaskLoom: Weaving Knowledge Across Tasks in World Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProcMEM: Learning Reusable Procedural Memory from Experience via Non-Parametric PPO for LLM Agents
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-Task GRPO: Reliable LLM Reasoning Across Tasks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CoRe: Collaborative Reasoning via Cross Teaching
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
See First, Reason Later: Mutual Information-Guided Reinforcement Learning for Vision-Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Active Curriculum Refinement for Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-view Consistent Latent Action Learning for World Modeling and Control
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Traffic Signal Control with Shared Policy Framework
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Transferable Reinforcement Learning via Probabilistic Latent Embeddings and Dynamic Policy Adaptation for Sim-to-Real Deployment
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Closing the Sim-to-Real Gap in Non-Markovian Spreading Processes via GPU-Accelerated Distributional RL
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dream-MPC: Gradient-Based Model Predictive Control with Latent Imagination
[
Slides]
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CFPO : Counterfactual Policy Optimization For Multimodal Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Peer-Preservation in Frontier Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
In-Training Defenses Against Emergent Misalignment in Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: The Alignment Community is Unintentionally Building a Censor’s Toolkit
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Consistency Training Is Not Neutral to Alignment
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SteeringSafety: Benchmarking Representation Steering in LLMs Across Safety Perspectives
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PICACO: Pluralistic In-Context Value Alignment via Total Correlation Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Measuring Meta-Cultural Competency: A Spectral Framework for LLM Knowledge Structures
[
Poster]
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pressure Reveals Character: Behavioural Alignment Evaluation at Depth
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causes and Consequences of Representational Similarity in Machine Learning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Safety Alignment of LMs via Non-cooperative Games
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Context-Invariant Safety Alignment for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Safety Game: Inference-Time Alignment of Black-Box LLMs via Constrained Optimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When and How Human Curation Backfires: Preference Alignment under Multi-Model Self-Consuming Loop
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adaptively Robust Resettable Streaming
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neural Vector Lyapunov–Razumikhin Certificates for Delayed Interconnected Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distributionally Robust Reinforcement Learning with Human Feedback
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Ambiguous Strategic Classification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Strategic Classification under Decision-Dependent Cost Uncertainty
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Contrastive Spectral Rectification: Test-Time Defense towards Zero-shot Adversarial Robustness of CLIP
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Explanation Stability Is a Property of the Model–Method Pair, Not the Model
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Quantifying LLM Attention-Head Stability: Implications for Circuit Universality
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Differentiable Conformal Training for LLM Reasoning Factuality
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Catch-22: On the Fundamental Tradeoff Between Detectability and Robustness in LLM Watermarking
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Active Tabular Augmentation via Policy-Guided Diffusion Inpainting
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MaMa: A Game-Theoretic Approach for Designing Safe Agentic Systems
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Decomposition-Based Modular Conformal Prediction for Two-Stage Modeling
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FedRGL: Robust Federated Graph Learning under Label Noise
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Symbal: Detecting Systematic Misalignments in Model-Generated Captions
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OC-space: a Unifying Perspective on Verification of Tree Ensembles
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust AI Evaluation through Maximal Lotteries
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Latent Guardian: Defending Collaborative Perception via Feature-Level Consistency Verification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Temper-Then-Tilt: Principled Unlearning for Generative Models through Tempering and Classifier Guidance
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Domain-Aware Privacy Mechanisms for Synthetic Data Generation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Unsupervised Multi-Source Federated Domain Adaptation through Group-Wise Discrepancy Minimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
U$^3$CF: Unbiased, Unconfounding, and Unified Causal Framework for Multi-Target Domain Adaptation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain Transfer Becomes Identifiable via a Single Alignment
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Bi-metric Framework for Efficient Nearest Neighbor Search
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adaptive Personalized Federated Learning via Multi-task Averaging of Kernel Mean Embeddings
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Quantifying the noise sensitivity of the Wasserstein metric for images
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Networked Information Aggregation for Binary Classification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain Adaptive Object Detection via Dynamic Causal Refinement
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Even Faster Kernel Matrix Linear Algebra via Density Estimation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Improving Backward Conformal Prediction via Non-Conformity Score Transformation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Provable Accuracy Collapse of Embedding-Based Representations under Dimensionality Mismatch
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Why Are Linear RNNs More Parallelizable?
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Estimation of Continuous Treatment Effects with Kernel Ridge Regression
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Content-Style Identification via Differential Independence
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Sign Estimator: Preference Modeling for LLM Alignment under Heterogeneity
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain Adaptation with Adaptive $f$-Divergence: Tighter Variational Representation and Generalization Bounds
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain-Shift-Aware Conformal Prediction for Large Language Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Incorporating Importance Weighting in Optimal Transport Based Domain Alignment
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Full-Batch Gradient Descent Outperforms One-Pass SGD: Sample Complexity Separation in Single-Index Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Implicit Bias of Steepest Descent with Mini-batch Stochastic Gradient
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Harmful Overfitting in Sobolev Spaces
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Understanding Generalization from Embedding Dimension and Distributional Convergence
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Characterization of Gaussian Universality Breakdown in High-Dimensional Empirical Risk Minimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Instance-Dependent Continuous-Time Reinforcement Learning via Maximum Likelihood Estimation
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The data manifold under the microscope
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
High-Dimensional Learning Dynamics of Quantized Models with Straight-Through Estimator
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PCA of Probability Measures: Sparse and Dense Sampling Regimes
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A theory of learning data statistics in diffusion models, from easy to hard
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
To Grok Grokking: Provable Grokking in Ridge Regression
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Solvable High-Dimensional Model Where Nonlinear Autoencoders Learn Structure Invisible to PCA While Test Loss Misaligns With Generalization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Sharp Input-Output Analysis of Nonlinear Systems under Adversarial Attacks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On Contraction of Sequential and Offset Rademacher Complexities
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the existence of consistent adversarial attacks in high-dimensional linear classification
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sharp description of local minima in the loss landscape of high-dimensional two-layer ReLU neural networks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Linear-Core Surrogates: Smooth Loss Functions with Linear Rates for Classification and Structured Prediction
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dataset Distillation Efficiently Encodes Low-Dimensional Representations from Gradient-Based Learning of Non-Linear Tasks
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Gradient Flow Through Diagram Expansions: Learning Regimes and Explicit Solutions
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sparse Regression with $\ell_0$ Constraints for $\alpha$-Mixing Time Series: Algorithms and Guarantees
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Representation Learning for Equivariant Inference with Guarantees
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Linear Regression with Unknown Truncation Beyond Gaussian Features
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
High-accuracy sampling for diffusion models and log-concave distributions
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Stability beyond bounded differences: sharp generalization bounds under finite $L_p$ moments
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Interplay Between Interpolation and Aggregation in Regression: Optimal Sample Complexity
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Junta Distributions, Quantum Junta States, and QAC$^0$ Circuits
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Binary: Continuous State Optimization with Graph-Structured Objectives
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tight Stability Bounds for Robust Distributed Learning: Byzantine Failures Hurt Generalization More than Data Poisoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Positive Distribution Shift as a Framework for Understanding Tractable Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Coverage Improvement and Fast Convergence of On-policy Preference Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Refined Generalization Analysis for Extreme Multi-class Supervised Contrastive Representation Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Understanding Private Learning From Feature Perspective
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sharp Inequalities between Total Variation and Hellinger Distances for Gaussian Mixtures
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Realizable Bayes-Consistency for General Metric Losses
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Language Generation with Replay: A Learning-Theoretic View of Model Collapse
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Next-Token Prediction and Regret Minimization
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Task-centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Combinatorial Sparse PCA Beyond the Spiked Identity Model
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Why Agentic Theorem Prover Works: A Statistical Provability Theory of Mathematical Reasoning Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rational Transductors
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Off-Policy Evaluation for Missingness-Aware Policies in MDPs with Rewards Missing Not at Random
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Learning Dynamics of RLVR at the Edge of Competence
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Fine-Grained Understanding of Uniform Convergence for Halfspaces
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Provable Sample Efficiency of Curriculum Post-Training for Transformer Reasoning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Fisher Dimension: Instance-Dependent Complexity for Causal Discovery
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Random Matrix Theory of Masked Self-Supervised Learning
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Feature Bagging Provides Stability
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Theoretical Framework for Statistical Evaluability of Generative Models
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Statistical Learning Theory in Lean 4: Empirical Processes from Scratch
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DPO Unchained: Your Training Algorithm is Secretly Disentangled in Human Choice Theory (and Its Loss' Convexity is Dispensable)
[
OpenReview]
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Power of Source Screening for Learning Shared Feature Extractors
[
OpenReview]
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