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