Papers
12094 papers
ICML2025
PINNsAgent: Automated PDE Surrogation with Large Language Models
Summary pending...
pinnsllm-agent
ICML2025
Scalable Meta-Learning via Mixed-Mode Differentiation
Summary pending...
meta-learningbilevel optimizationsecond-order optimization
ICML2025
CombiMOTS: Combinatorial Multi-Objective Tree Search for Dual-Target Molecule Generation
Summary pending...
Dual-target Molecule GenerationFragment-based Drug DiscoveryMonte-Carlo Tree Search
ICML2025
SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations
Summary pending...
diffusiongenerative modelsSDE
ICML2025
Kinetic Langevin Diffusion for Crystalline Materials Generation
Summary pending...
generative modelsdiffusion modelscrystals
ICML2025
Symmetry-Aware GFlowNets
Summary pending...
GFlowNetgraph generationmolecule optimization
ICML2025
Rethinking Benign Overfitting in Two-Layer Neural Networks
Summary pending...
Benign overfittinglong-tailed datatwo-layer neural networks
ICML2025
ShieldAgent: Shielding Agents via Verifiable Safety Policy Reasoning
Summary pending...
LLM Agent SafetyLLM Guardrail AgentPolicy Compliance
ICML2025
Pairwise Maximum Likelihood For Multi-Class Logistic Regression Model With Multiple Rare Classes
Summary pending...
Multi-class logistic regression modelPairwise maximum likelihood estimationRare class analysis
ICML2025
Gradient-based Explanations for Deep Learning Survival Models
Summary pending...
Deep LearningSurvival AnalysisExplainable Artificial Intelligence
ICML2025
How Compositional Generalization and Creativity Improve as Diffusion Models are Trained
Summary pending...
Science of deep learningcompositionalitydiffusion models
ICML2025
Fast Min-$\epsilon$ Segmented Regression using Constant-Time Segment Merging
Summary pending...
RegressionSegmented RegressionTime-Series Analysis
ICML2025
GPEN: Global Position Encoding Network for Enhanced Subgraph Representation Learning
Summary pending...
Subgraph Representation Learning
ICML2025
ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset
Summary pending...
Time Series AnalysisTime-Series Question AnsweringTime-Series-Textual Alignment
ICML2025
HiRemate: Hierarchical Approach for Efficient Re-materialization of Neural Networks
Summary pending...
RematerializationCheckpointingMemory-Efficient Training
ICML2025
Towards Practical Defect-Focused Automated Code Review
Summary pending...
Automated Code ReviewMerge Request AnalysisLarge Language Models (LLMs)
ICML2025
The Importance of Being Lazy: Scaling Limits of Continual Learning
Summary pending...
feature learningcontinual learningdeep learning
ICML2025
Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection
Summary pending...
LLM safety; Jailbreaking Attacks; Judge LLMs; Token Segmentation
ICML2025
LSCD: Lomb--Scargle Conditioned Diffusion for Time series Imputation
Summary pending...
time seriesdiffusion modelsfrequency spectrum
ICML2025
KGMark: A Diffusion Watermark for Knowledge Graphs
Summary pending...
WatermarkingKnowledge GraphDiffusion Models