Papers

12094 papers

ICML2025

Towards Better-than-2 Approximation for Constrained Correlation Clustering

Summary pending...

ClusteringConstrained Correlation ClusteringApproximation
ICML2025

Overtrained Language Models Are Harder to Fine-Tune

Summary pending...

pretrainingfinetuningcatastrophic forgetting
ICML2025

When Every Millisecond Counts: Real-Time Anomaly Detection via the Multimodal Asynchronous Hybrid Network

Summary pending...

Anomaly DetectionMultimodal NetworkAutonomous Driving
ICML2025

Dimension-Independent Rates for Structured Neural Density Estimation

Summary pending...

density estimationimage processingMarkov random field
ICML2025

Aligned Multi Objective Optimization

Summary pending...

Multi objective optimizationoptimizationmulti-task learning
ICML2025

What Makes a Good Feedforward Computational Graph?

Summary pending...

graphsgraph neural networksrandom walks
ICML2025

From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set

Summary pending...

LLM-as-a-JudgeAutoraterFine-grained evaluation
ICML2025

LASER: Attention with Exponential Transformation

Summary pending...

Large language modelingdeep learningtransformer
ICML2025

Model-Based Exploration in Monitored Markov Decision Processes

Summary pending...

Exploration-ExploitationModel-Based Interval EstimationMonitored Markov Decision Processes
ICML2025

Improving Rationality in the Reasoning Process of Language Models through Self-playing Game

Summary pending...

Self-playLarge Language ModelsLLM Reasoning
ICML2025

Organize the Web: Constructing Domains Enhances Pre-Training Data Curation

Summary pending...

pre-trainingdata-centricdata curation
ICML2025

NeuronTune: Towards Self-Guided Spurious Bias Mitigation

Summary pending...

spurious correlationrobustnessbias mitigation
ICML2025

Universal Approximation of Mean-Field Models via Transformers

Summary pending...

Mean Field EquationsTransformersUniversal Approximation
ICML2025

ADIOS: Antibody Development via Opponent Shaping

Summary pending...

Opponent ShapingAntibody DesignMeta Learning
ICML2025

Multiaccuracy and Multicalibration via Proxy Groups

Summary pending...

multicalibrationmultiaccuracyfairness
ICML2025

DriveGPT: Scaling Autoregressive Behavior Models for Driving

Summary pending...

Autonomous DrivingFoundation ModelsBehavior Modeling
ICML2025

AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders

Summary pending...

LLMsInterpretabilitySparse Autoencoders
ICML2025

Feedforward Few-shot Species Range Estimation

Summary pending...

species distribution modelingSDMspecies range modelling
ICML2025

Scaling Test-Time Compute Without Verification or RL is Suboptimal

Summary pending...

LLMstest-time computeverification
ICML2025

Testing the Limits of Fine-Tuning for Improving Visual Cognition in Vision Language Models

Summary pending...

Cognitive ScienceMachine LearningFine-tuning