Papers
12094 papers
ICML2025
HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting
Summary pending...
Irregular Multivariate Time SeriesTime Series ForecastingHypergraph Neural Networks
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
FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch
Summary pending...
Bayesian OptimizationLLMAcquisition Functions
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
Lightweight Protocols for Distributed Private Quantile Estimation
Summary pending...
local differential privacyadaptive algorithmsquantiles
ICML2025
Convergence of Mean-Field Langevin Stochastic Descent-Ascent for Distributional Minimax Optimization
Summary pending...
mean-field Langevin dynamicsminimax optimizationWasserstein gradient flow
ICML2025
Reducing Tool Hallucination via Reliability Alignment
Summary pending...
Tool hallucination; Reliability Alignment; Large Language Model
ICML2025
DeFoG: Discrete Flow Matching for Graph Generation
Summary pending...
Graph GenerationFlow Matching
ICML2025
Geometry-Informed Neural Networks
Summary pending...
geometryimplicit neural representationneural fields
ICML2025
Regret-Free Reinforcement Learning for Temporal Logic Specifications
Summary pending...
Markov decision processregret-free algorithmreinforcement learning
ICML2025
The impact of uncertainty on regularized learning in games
Summary pending...
Follow the regularized leaderuncertaintyNash equilibrium
ICML2025
Fast Estimation of Partial Dependence Functions using Trees
Summary pending...
partial dependencemodel explanationfunctional decomposition
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
The Elicitation Game: Evaluating Capability Elicitation Techniques
Summary pending...
evaluationscapability elicitationmodel organisms
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