Papers

12094 papers

ICML2025

ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning

Summary pending...

LLMReasoningScaling
ICML2025

Rethink GraphODE Generalization within Coupled Dynamical System

Summary pending...

Graph Machine LearningGraphODEDynamical System
ICML2025

A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Attention Networks

Summary pending...

graph neural networksoversmoothingdynamical systems
ICML2025

Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation

Summary pending...

large language modelreasoningsearch
ICML2025

QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline

Summary pending...

Quantum Error MitigationDataset BenchmarkGraph Learning
ICML2025

Zero Shot Generalization of Vision-Based RL Without Data Augmentation

Summary pending...

representation learningreinforcement learningdisentangled representation learning
ICML2025

Deep Unsupervised Hashing via External Guidance

Summary pending...

Deep Unsupervised HashingExternal GuidanceContrastive Learning
ICML2025

DISCO: learning to DISCover an evolution Operator for multi-physics-agnostic prediction

Summary pending...

PDEspredictionhypernetwork
ICML2025

Pareto-frontier Entropy Search with Variational Lower Bound Maximization

Summary pending...

Bayesian optimizationMulti-objective optimizationMutual information
ICML2025

Learning to (Learn at Test Time): RNNs with Expressive Hidden States

Summary pending...

test-time training
ICML2025

EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization

Summary pending...

Bayesian OptimizationReinforcement LearningHigh-dimensional Optimization
ICML2025

Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language Models

Summary pending...

task-irrelevant privacyinterpretabilitymulti-modal large language model
ICML2025

Overcoming Spurious Solutions in Semi-Dual Neural Optimal Transport: A Smoothing Approach for Learning the Optimal Transport Plan

Summary pending...

Optimal TransportSpurious solutionSemi-dual formulation
ICML2025

History-Guided Video Diffusion

Summary pending...

diffusionvideoguidance
ICML2025

MA-LoT: Model-Collaboration Lean-based Long Chain-of-Thought Reasoning enhances Formal Theorem Proving

Summary pending...

LLM reasoningmath QALean4
ICML2025

Scalable Generation of Spatial Transcriptomics from Histology Images via Whole-Slide Flow Matching

Summary pending...

Spatial transcriptomicshistology images
ICML2025

Non-Asymptotic Length Generalization

Summary pending...

Large Language ModelLength GeneralizationMachine Learning Theory
ICML2025

Independence Tests for Language Models

Summary pending...

language modelsfinetuningfingerprinting
ICML2025

Ranked from Within: Ranking Large Multimodal Models Without Labels

Summary pending...

Large Multimodal Modelsvisual question answering
ICML2025

Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation

Summary pending...

Graph Neural Tangent KernelGraph Neural NetworksGraph Continual Learning