Papers

12094 papers

ICML2025

Towards characterizing the value of edge embeddings in Graph Neural Networks

Summary pending...

graph neural networkstheoryrepresentational power
ICML2025

Simple Path Structural Encoding for Graph Transformers

Summary pending...

Graph transformerstructural encodingsimple paths
ICML2025

Generalization Analysis for Controllable Learning

Summary pending...

ControllabilityGeneralization Analysis
ICML2025

QuEst: Enhancing Estimates of Quantile-Based Distributional Measures Using Model Predictions

Summary pending...

prediction-powered inferenceL-statisticsauto-evaluation
ICML2025

Reinforce LLM Reasoning through Multi-Agent Reflection

Summary pending...

Post-trainingLLM-based multi-agentsReinforcement learning
ICML2025

Verification Learning: Make Unsupervised Neuro-Symbolic System Feasible

Summary pending...

Neural Symbolic Learning
ICML2025

From Language Models over Tokens to Language Models over Characters

Summary pending...

tokenizationcharacterbytes
ICML2025

Stacey: Promoting Stochastic Steepest Descent via Accelerated $\ell_p$-Smooth Nonconvex Optimization

Summary pending...

Non-convex OptimizationNon-Euclidean AccelerationStochastic Steepest Descent
ICML2025

Diffusion on Language Model Encodings for Protein Sequence Generation

Summary pending...

continuous diffusiongenerative protein designscore matching
ICML2025

Layer by Layer: Uncovering Hidden Representations in Language Models

Summary pending...

large language modelentropyaugmentation
ICML2025

Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification

Summary pending...

Neuro-SymbolicHierarchical PlanningRobotics
ICML2025

Online Learning in Risk Sensitive constrained MDP

Summary pending...

Augmented StateConstrained MDPRisk sensitive RL
ICML2025

Extracting Rare Dependence Patterns via Adaptive Sample Reweighting

Summary pending...

Independence testsSample reweightingCausal discovery
ICML2025

Communicating Activations Between Language Model Agents

Summary pending...

large language modelsmultiagent communicationembedding representation
ICML2025

Stochastic Poisson Surface Reconstruction with One Solve using Geometric Gaussian Processes

Summary pending...

stochastic poisson surface reconstructiongeometric gaussian processescomputer graphics
ICML2025

Regression for the Mean: Auto-Evaluation and Inference with Few Labels through Post-hoc Regression

Summary pending...

auto-evaluationprediction-powered-inferenceregression
ICML2025

Geometric Contact Flows: Contactomorphisms for Dynamics and Control

Summary pending...

Contact geometryRiemannian geometrycontact Hamiltonian dynamics
ICML2025

Adaptive Sample Sharing for Multi Agent Linear Bandits

Summary pending...

linear banditcollaborationsample sharing
ICML2025

Learning to Plan & Reason for Evaluation with Thinking-LLM-as-a-Judge

Summary pending...

LLM-as-a-JudgePlanningReasoning
ICML2025

Cross-environment Cooperation Enables Zero-shot Multi-agent Coordination

Summary pending...

Zero-shot CoordinationHuman-AI CollaborationMulti-agent Interactions