Papers
12094 papers
ICML2025
CoDy: Counterfactual Explainers for Dynamic Graphs
Summary pending...
ExplainabilityTemporal GraphsGraph Neural Networks
ICML2025
Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series
Summary pending...
irregular multivariate time seriestime series modelinggraph neural network
ICML2025
TTFSFormer: A TTFS-based Lossless Conversion of Spiking Transformer
Summary pending...
spiking neural networksANN-SNN conversiontime-to-first spike
ICML2025
DTZO: Distributed Trilevel Zeroth Order Learning with Provable Non-Asymptotic Convergence
Summary pending...
Distributed AlgorithmTrilevel OptimizationZeroth-Order Optimization
ICML2025
Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models
Summary pending...
Large Language ModelsFederated Full-Parameter TuningScalability
ICML2025
A Near-Optimal Single-Loop Stochastic Algorithm for Convex Finite-Sum Coupled Compositional Optimization
Summary pending...
Finite-Sum Coupled Compositional OptimizationPrimal-Dual AlgorithmBlock-Coordinate Algorithm
ICML2025
Data-Juicer Sandbox: A Feedback-Driven Suite for Multimodal Data-Model Co-development
Summary pending...
Data ProcessingMultimodal Large ModelsSandbox
ICML2025
RePaViT: Scalable Vision Transformer Acceleration via Structural Reparameterization on Feedforward Network Layers
Summary pending...
structural reparameterizationvision transformerefficient
ICML2025
LAST SToP for Modeling Asynchronous Time Series
Summary pending...
Large Language ModelsAsynchronous Time SeriesTime Series modeling
ICML2025
Retraining-free Merging of Sparse MoE via Hierarchical Clustering
Summary pending...
Sparse Mixture-of-ExpertsMergingCompression
ICML2025
Lightweight-Mark: Rethinking Deep Learning-Based Watermarking
Summary pending...
computer visiondeep learning-based watermarking
ICML2025
Refining Adaptive Zeroth-Order Optimization at Ease
Summary pending...
Adaptive MethodZeroth-Order OptimizationVariance Reduction
ICML2025
GenMol: A Drug Discovery Generalist with Discrete Diffusion
Summary pending...
drug discoverymolecule generationdiscrete diffusion
ICML2025
Simple Policy Optimization
Summary pending...
Model-Free Reinforcement LearningPolicy Optimization
ICML2025
Deep Bayesian Filter for Bayes-Faithful Data Assimilation
Summary pending...
Data AssimilationVariational InferenceState-Space Models
ICML2025
Learning to Stop: Deep Learning for Mean Field Optimal Stopping
Summary pending...
Optimal StoppingDeep LearningMean Field Games
ICML2025
Learn Singularly Perturbed Solutions via Homotopy Dynamics
Summary pending...
scientific machine learningparametric problemshomotopy dynamics
ICML2025
OmniBal: Towards Fast Instruction-Tuning for Vision-Language Models via Omniverse Computation Balance
Summary pending...
VLMBalance Training
ICML2025
Flow Matching for Few-Trial Neural Adaptation with Stable Latent Dynamics
Summary pending...
Brain-Computer InterfaceNeural DecodingFlow Matching