Papers
12094 papers
ICML2025
TopInG: Topologically Interpretable Graph Learning via Persistent Rationale Filtration
Summary pending...
XAIXGNNGraph Representation
ICML2025
Convergence Analysis of Policy Gradient Methods with Dynamic Stochasticity
Summary pending...
reinforcement learningpolicy gradientsconvergence
ICML2025
SPEX: Scaling Feature Interaction Explanations for LLMs
Summary pending...
InterpretabilitySignal ProcessingCompressed Sensing
ICML2025
DCBM: Data-Efficient Visual Concept Bottleneck Models
Summary pending...
Explainable AIconcept bottleneck modelsfoundation models
ICML2025
Scaling Collapse Reveals Universal Dynamics in Compute-Optimally Trained Neural Networks
Summary pending...
Scaling LawsOptimization
ICML2025
TruthFlow: Truthful LLM Generation via Representation Flow Correction
Summary pending...
Large Language ModelsHallucinationRepresentation Intervention
ICML2025
Upweighting Easy Samples in Fine-Tuning Mitigates Forgetting
Summary pending...
Catastrophic ForgettingSample WeightingFine-tuning
ICML2025
Spatial Reasoning with Denoising Models
Summary pending...
Generative ModelsReasoningImage Generation
ICML2025
Local Manifold Approximation and Projection for Manifold-Aware Diffusion Planning
Summary pending...
Offline Reinforcement LearningTrajectory OptimizationDiffusion Models
ICML2025
Flexibility-conditioned protein structure design with flow matching
Summary pending...
ProteinsProtein designMolecular Dynamics
ICML2025
Leveraging Predictive Equivalence in Decision Trees
Summary pending...
Decision TreeInterpretabilityMachine Learning
ICML2025
Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Space
Summary pending...
PROTACLinker DesignDiffusion Models
ICML2025
sciLaMA: A Single-Cell Representation Learning Framework to Leverage Prior Knowledge from Large Language Models
Summary pending...
Representation LearningLarge Language ModelBatch Effect Correction
ICML2025
CRANE: Reasoning with constrained LLM generation
Summary pending...
LLM reasoningConstrained DecodingGrammar Guided Generation.
ICML2025
Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation
Summary pending...
Mathematical ReasoningLarge Language ModelsEvaluation
ICML2025
RULEBREAKERS: Challenging LLMs at the Crossroads between Formal Logic and Human-like Reasoning
Summary pending...
reasoninglogichuman-like reasoning
ICML2025
MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines
Summary pending...
LLM AgentMulti-Agent System
ICML2025
Improving the Scaling Laws of Synthetic Data with Deliberate Practice
Summary pending...
Synthetic DataDeliberate PracticeActive Learning
ICML2025
DIS-CO: Discovering Copyrighted Content in VLMs Training Data
Summary pending...
Copyrighted Content DetectionMembership Inference AttacksLarge Vision Language Models
ICML2025
Randomized Dimensionality Reduction for Euclidean Maximization and Diversity Measures
Summary pending...
Dimensionality ReductionDimension ReductionGeometric Optimization