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