Papers

12094 papers

ICML2025

Learning Mean Field Control on Sparse Graphs

Summary pending...

Mean Field ControlLarge GraphsSparse Networks
ICML2025

ReinboT: Amplifying Robot Visual-Language Manipulation with Reinforcement Learning

Summary pending...

VLA ModelReinforcement LearningRobotic Manipulation
ICML2025

Test-Time Multimodal Backdoor Detection by Contrastive Prompting

Summary pending...

Multimodal contrastive learningtest-time backdoor detection
ICML2025

GenZSL: Generative Zero-Shot Learning Via Inductive Variational Autoencoder

Summary pending...

Zero-shot learning; transfer learning
ICML2025

Action-Constrained Imitation Learning

Summary pending...

Imitation Learning; Action Constraints
ICML2025

Understanding the Limits of Deep Tabular Methods with Temporal Shift

Summary pending...

Machine learning on tabular dataTemporal shiftDeep tabular learning
ICML2025

Online Pre-Training for Offline-to-Online Reinforcement Learning

Summary pending...

Reinforcement LearningOffline-to-Online Reinforcement LearningOnline Pre-Training
ICML2025

REINFORCE Adversarial Attacks on Large Language Models: An Adaptive, Distributional, and Semantic Objective

Summary pending...

Adversarial attacksgenerative modelslarge language models
ICML2025

Autoformulation of Mathematical Optimization Models Using LLMs

Summary pending...

Large Language Modelsoptimization modelingautoformulation
ICML2025

TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems

Summary pending...

Tabular dataMachine learningTabular foundation model
ICML2025

Revisiting Neural Networks for Few-Shot Learning: A Zero-Cost NAS Perspective

Summary pending...

Few-shot learningTraining-freeMAML
ICML2025

ARS: Adaptive Reward Scaling for Multi-Task Reinforcement Learning

Summary pending...

reinforcement learningmulti-task reinforcement learningreward scaling
ICML2025

Robust Multi-Agent Reinforcement Learning with Stochastic Adversary

Summary pending...

Multi-Agent Reinforcement LearningAdversarial TrainingStochastic Adversary
ICML2025

Overcoming Vocabulary Mismatch: Vocabulary-agnostic Teacher Guided Language Modeling

Summary pending...

Knowledge DistillationCross-TokenizerVocabulary-agnostic Pretraining
ICML2025

Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models

Summary pending...

LLM AlignmentStatistical ConsistencyDensity Ratio Estimation
ICML2025

Closed-form Solutions: A New Perspective on Solving Differential Equations

Summary pending...

Reinforcement learningClosed-form solutionDifferential equations
ICML2025

Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale

Summary pending...

Large Language ModelsPre-trainingData Refinement
ICML2025

Enhancing Visual Localization with Cross-Domain Image Generation

Summary pending...

Cross-Domain Visual Localization; Image Generation; 3D Gaussian Splatting; Image Editing
ICML2025

Optimal transport-based conformal prediction

Summary pending...

conformal predictionoptimal transportgeneralized quantiles
ICML2025

Structure Is All You Need: Structural Representation Learning on Hyper-Relational Knowledge Graphs

Summary pending...

Hyper-Relational Knowledge GraphKnowledge Graph Representation LearningKnowledge Graph Completion