Papers

12094 papers

ICML2025

How Much Can We Forget about Data Contamination?

Summary pending...

Large Language ModelsContaminationForgetting
ICML2025

Learning Dynamics under Environmental Constraints via Measurement-Induced Bundle Structures

Summary pending...

Learning dynamicsenvironmental constraintsgeometric framework
ICML2025

MMInference: Accelerating Pre-filling for Long-Context Visual Language Models via Modality-Aware Permutation Sparse Attention

Summary pending...

Visual Language ModelLLMs InferenceLong-Context LLMs
ICML2025

Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation

Summary pending...

Code GenerationProcess SupervisionReasoning
ICML2025

CurvGAD: Leveraging Curvature for Enhanced Graph Anomaly Detection

Summary pending...

Graph anomaly detectionRiemannian geometryMixed-curvature GNN
ICML2025

Behavior-Regularized Diffusion Policy Optimization for Offline Reinforcement Learning

Summary pending...

Behavior-regularized Reinforcement LearningDiffusion PolicyOffline Reinforcement Learning
ICML2025

An Efficient Pruner for Large Language Model with Theoretical Guarantee

Summary pending...

Large Language ModelPruningRisk Upper Bound
ICML2025

DocKS-RAG: Optimizing Document-Level Relation Extraction through LLM-Enhanced Hybrid Prompt Tuning

Summary pending...

Document-level relation extractionStructural knowledge integrationSemantic retrieval
ICML2025

Does Low Rank Adaptation Lead to Lower Robustness against Training-Time Attacks?

Summary pending...

Low Rank AdaptationLarge Language ModelsBackdoor Attacks
ICML2025

ProofAug: Efficient Neural Theorem Proving via Fine-grained Proof Structure Analysis

Summary pending...

Neural Theorem ProvingLarge Language Models
ICML2025

Where is the Truth? The Risk of Getting Confounded in a Continual World

Summary pending...

Continual LearningConfoundingComputer Vision
ICML2025

A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems

Summary pending...

Safety-Performance co-optimizationSafety-critical controlsPhysics-informed ML
ICML2025

A Closer Look at Backdoor Attacks on CLIP

Summary pending...

Backdoor AttacksCLIPRepresentation Decomposing
ICML2025

FDGen: A Fairness-Aware Graph Generation Model

Summary pending...

FairnessGraph LearningGraph Generation
ICML2025

Improving Consistency Models with Generator-Augmented Flows

Summary pending...

Consistency Models
ICML2025

LightningDrag: Lightning Fast and Accurate Drag-based Image Editing Emerging from Videos

Summary pending...

drag-based image editingdiffusion model
ICML2025

BiAssemble: Learning Collaborative Affordance for Bimanual Geometric Assembly

Summary pending...

Bimanual ManipulationGeometric Shape Assembly
ICML2025

The Ripple Effect: On Unforeseen Complications of Backdoor Attacks

Summary pending...

Backdoor attacksbackdoor complicationspretrained language model
ICML2025

Enhancing Cooperative Multi-Agent Reinforcement Learning with State Modelling and Adversarial Exploration

Summary pending...

Cooperative Multi-Agent Reinforcement LearningState ModellingSparse Reward
ICML2025

CALM: Consensus-Aware Localized Merging for Multi-Task Learning

Summary pending...

model merging; multi-task learning; global task consensus; localized merging