Papers

12094 papers

ICML2025

On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning

Summary pending...

feature learningrepresentation learningpreconditioning
ICML2025

Towards a Unified Framework of Clustering-based Anomaly Detection

Summary pending...

Anomaly DetectionClustering
ICML2025

Understanding and Improving Length Generalization in Recurrent Models

Summary pending...

length generalizationlength extrapolationmamba
ICML2025

Learning Curves of Stochastic Gradient Descent in Kernel Regression

Summary pending...

Stochastic Gradient DescentLarge DimensionMinimax Optimality
ICML2025

StealthInk: A Multi-bit and Stealthy Watermark for Large Language Models

Summary pending...

LLM WatermarkbiasLLM Security
ICML2025

Grammar-Forced Translation of Natural Language to Temporal Logic using LLMs

Summary pending...

Temporal LogicGrammar Constrained DecodingSequence-to-Sequence
ICML2025

Representations Shape Weak-to-Strong Generalization: Theoretical Insights and Empirical Predictions

Summary pending...

Weak-to-strong GeneralizationTheoryLarge Language Models
ICML2025

Offline Model-based Optimization for Real-World Molecular Discovery

Summary pending...

AI for ScienceOffline Model-based OptimizationMolecular Optimization
ICML2025

Demeaned Sparse: Efficient Anomaly Detection by Residual Estimate

Summary pending...

Anomaly DetectionUnsupervised LearningFactor Model
ICML2025

Strengthen Out-of-Distribution Detection Capability with Progressive Self-Knowledge Distillation

Summary pending...

Out-of-distribution DetectionSelf-distillation
ICML2025

Diversifying Policy Behaviors with Extrinsic Behavioral Curiosity

Summary pending...

Quality DiversityReinforcement LearningImitation Learning
ICML2025

Subgoal-Guided Policy Heuristic Search with Learned Subgoals

Summary pending...

Tree searchheuristic searchpolicy tree search
ICML2025

Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language Models

Summary pending...

Large Language ModelPreference AlignmentSafety Evaluation
ICML2025

Constrained Exploitability Descent: An Offline Reinforcement Learning Method for Finding Mixed-Strategy Nash Equilibrium

Summary pending...

offline reinforcement learningadversarial Markov gamemixed-strategy Nash equilibrium
ICML2025

Linear Mode Connectivity between Multiple Models modulo Permutation Symmetries

Summary pending...

Linear mode connectivitydeep learningpermutation symmetry
ICML2025

CogMath: Assessing LLMs' Authentic Mathematical Ability from a Human Cognitive Perspective

Summary pending...

Large Language ModelsHuman CognitionEvaluation
ICML2025

SPMC: Self-Purifying Federated Backdoor Defense via Margin Contribution

Summary pending...

Backdoor DefenseFederated LearningGame Theory
ICML2025

Training Software Engineering Agents and Verifiers with SWE-Gym

Summary pending...

AgentsSoftware Engineering AgentsPost-training
ICML2025

Origin Identification for Text-Guided Image-to-Image Diffusion Models

Summary pending...

Diffusion ModelsOrigin Identification
ICML2025

In-Context Denoising with One-Layer Transformers: Connections between Attention and Associative Memory Retrieval

Summary pending...

attentionin-context learningdenoising