Papers

12094 papers

ICML2025

Just Enough Shifts: Mitigating Over-Refusal in Aligned Language Models with Targeted Representation Fine-Tuning

Summary pending...

LLMAlignmentOver-refusal
ICML2025

FisherSFT: Data-Efficient Supervised Fine-Tuning of Language Models Using Information Gain

Summary pending...

active learningoptimal designsupervised fine-tuning
ICML2025

Pointwise Information Measures as Confidence Estimators in Deep Neural Networks: A Comparative Study

Summary pending...

information theoryconfidence estimationdeep neural networks
ICML2025

Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss

Summary pending...

loss of plasticityplasticitycontinual learning
ICML2025

Hi Robot: Open-Ended Instruction Following with Hierarchical Vision-Language-Action Models

Summary pending...

Machine LearningRoboticsLanguage
ICML2025

Aligning Protein Conformation Ensemble Generation with Physical Feedback

Summary pending...

Proteingenerative modelsmolecular dynamics
ICML2025

Compositional Flows for 3D Molecule and Synthesis Pathway Co-design

Summary pending...

drug discoverysynthesizable molecular designGFlowNets
ICML2025

ResKoopNet: Learning Koopman Representations for Complex Dynamics with Spectral Residuals

Summary pending...

Koopman operatordata driven dynamical systemdictionary learning
ICML2025

DyCodeEval: Dynamic Benchmarking of Reasoning Capabilities in Code Large Language Models Under Data Contamination

Summary pending...

benchmarkingcode generationlarge language model
ICML2025

BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing

Summary pending...

Model editingMulti-modal model
ICML2025

Test-time Correlation Alignment

Summary pending...

Test-time adaptationCorrelation alignment
ICML2025

Correlation Clustering Beyond the Pivot Algorithm

Summary pending...

Correlation Clustering
ICML2025

Sounding that Object: Interactive Object-Aware Image to Audio Generation

Summary pending...

Sound GenerationAudio-Visual LearningMulti-Modal Learning
ICML2025

Contradiction Retrieval via Contrastive Learning with Sparsity

Summary pending...

contradiction retrievalsentence embedding
ICML2025

Nearly Optimal Algorithms for Contextual Dueling Bandits from Adversarial Feedback

Summary pending...

Dueling BanditsAdversarial feedbackoptimal
ICML2025

Does Data Scaling Lead to Visual Compositional Generalization?

Summary pending...

MLcompositionalitygeneralization
ICML2025

Why Has Predicting Downstream Capabilities of Frontier AI Models with Scale Remained Elusive?

Summary pending...

evaluationsbenchmarksscaling laws
ICML2025

Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection

Summary pending...

AI-Generated Image DetectionFace Forgery DetectionDeepfake Detection
ICML2025

Dynamical phases of short-term memory mechanisms in RNNs

Summary pending...

Dynamical system theorycomputational neuroscienceworking memory
ICML2025

µnit Scaling: Simple and Scalable FP8 LLM Training

Summary pending...

LLMFP8Transformer