Papers

12094 papers

ICML2025

Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection

Summary pending...

CalibrationLearn-then-TestHyperparameter Selection
ICML2025

Trajectory Inference with Smooth Schrödinger Bridges

Summary pending...

Trajectory InferenceSchrodinger BridgeMessage Passing
ICML2025

Retrieval Augmented Time Series Forecasting

Summary pending...

Time series forecastingRetrieval augmented modelDeep learning
ICML2025

Simple and Critical Iterative Denoising: A Recasting of Discrete Diffusion in Graph Generation

Summary pending...

Graphmoleculesgeneration
ICML2025

On the Clean Generalization and Robust Overfitting in Adversarial Training from Two Theoretical Views: Representation Complexity and Training Dynamics

Summary pending...

deep learning theoryadversarial trainingclean generalization and robust overfitting
ICML2025

Great Models Think Alike and this Undermines AI Oversight

Summary pending...

Model SimilarityAI OversightLLM as a Judge
ICML2025

Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples

Summary pending...

Large Language Modelsreasoningdiversity
ICML2025

SeedLoRA: A Fusion Approach to Efficient LLM Fine-Tuning

Summary pending...

Parameter Efficient Fine-TuningModel MergingLarge Language Model
ICML2025

AssistanceZero: Scalably Solving Assistance Games

Summary pending...

assistance gamesassistantsalignment
ICML2025

Boost-and-Skip: A Simple Guidance-Free Diffusion for Minority Generation

Summary pending...

diffusion modelsminority sample generationimage generation
ICML2025

Inverse Reinforcement Learning with Switching Rewards and History Dependency for Characterizing Animal Behaviors

Summary pending...

neurosciencedecision-makinginverse reinforcement learning
ICML2025

Two Tickets are Better than One: Fair and Accurate Hiring Under Strategic LLM Manipulations

Summary pending...

fairnessstrategic classificationhiring
ICML2025

On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists

Summary pending...

Federated LearningCollaborative LearningOn-device LLMs
ICML2025

Discrete Markov Probabilistic Models: An Improved Discrete Score-Based Framework with sharp convergence bounds under minimal assumptions

Summary pending...

generative modelsscore-based generative modelsdiscrete data
ICML2025

Test-Time Adaptation with Binary Feedback

Summary pending...

test-time adaptationdomain adaptationdeep learning
ICML2025

Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models

Summary pending...

State Space ModelsModel quantization
ICML2025

INRFlow: Flow Matching for INRs in Ambient Space

Summary pending...

Flow MatchingINRs
ICML2025

Learning Policy Committees for Effective Personalization in MDPs with Diverse Tasks

Summary pending...

Policy Committee; Reinforcement Learning
ICML2025

Improved Off-policy Reinforcement Learning in Biological Sequence Design

Summary pending...

Biological sequence designGFlowNetsoffline RL
ICML2025

AutoAdvExBench: Benchmarking Autonomous Exploitation of Adversarial Example Defenses

Summary pending...

benchmarkadversarial examplesagents