Papers
12094 papers
ICML2025
Learning Latent Graph Structures and their Uncertainty
Summary pending...
Graph Structure LearningGraph Neural Networks
ICML2025
Explaining the role of Intrinsic Dimensionality in Adversarial Training
Summary pending...
adversarial trainingrobustnessdata manifold
ICML2025
Models of Heavy-Tailed Mechanistic Universality
Summary pending...
heavy tailsrandom matrix theoryBayesian learning theory
ICML2025
Learning to Trust Bellman Updates: Selective State-Adaptive Regularization for Offline RL
Summary pending...
offline reinforcement learningselective state-adaptive regularizationoffline-to-online reinforcement learning
ICML2025
Aggregation Buffer: Revisiting DropEdge with a New Parameter Block
Summary pending...
Graph neural networksDropEdgedata augmentation
ICML2025
Sort Before You Prune: Improved Worst-Case Guarantees of the DiskANN Family of Graphs
Summary pending...
Nearest neighbor search
ICML2025
When to retrain a machine learning model
Summary pending...
retraining;sequence modeling; forecasting performance
ICML2025
Benign Overfitting in Token Selection of Attention Mechanism
Summary pending...
Attention mechanismtoken selectionbenign overfitting
ICML2025
Topology-Aware Dynamic Reweighting for Distribution Shifts on Graph
Summary pending...
graph neural networksout of distributionsample reweighting
ICML2025
Learning the Electronic Hamiltonian of Large Atomic Structures
Summary pending...
Density Functional TheoryEquivariant Graph NetworksMaterials Science
ICML2025
A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal Regression
Summary pending...
Uncertainty QuantificationMultivariate regressionConformal Prediction
ICML2025
Continuous Semi-Implicit Models
Summary pending...
Semi-Implicit Variational InferenceScore-Based Generative ModelsDiffusion Models Distillation
ICML2025
Multi-Objective Causal Bayesian Optimization
Summary pending...
CausalityMulti-Objective Bayesian Optimisation
ICML2025
Federated Learning for Feature Generalization with Convex Constraints
Summary pending...
Federated LearningConvex Optimization
ICML2025
AffinityFlow: Guided Flows for Antibody Affinity Maturation
Summary pending...
flow matchingco-teachingprotein design
ICML2025
FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch
Summary pending...
Bayesian OptimizationLLMAcquisition Functions
ICML2025
The impact of uncertainty on regularized learning in games
Summary pending...
Follow the regularized leaderuncertaintyNash equilibrium
ICML2025
Geometry-Informed Neural Networks
Summary pending...
geometryimplicit neural representationneural fields
ICML2025
WILTing Trees: Interpreting the Distance Between MPNN Embeddings
Summary pending...
Weisfeiler Leman testGraph Neural NetworksInterpretability