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Graph Neural Network

Papers

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Showing 1–50 of 3598 papers

TitleStatusHype
Spherical Channels for Modeling Atomic InteractionsCode4
RecBole 2.0: Towards a More Up-to-Date Recommendation LibraryCode4
NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal SimulationCode3
GFM-RAG: Graph Foundation Model for Retrieval Augmented GenerationCode3
Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph RepresentationCode3
General Geospatial Inference with a Population Dynamics Foundation ModelCode3
TopoTune : A Framework for Generalized Combinatorial Complex Neural NetworksCode3
RelBench: A Benchmark for Deep Learning on Relational DatabasesCode3
Segment Anything Model for Road Network Graph ExtractionCode3
Do We Need Anisotropic Graph Neural Networks?Code3
chemtrain-deploy: A parallel and scalable framework for machine learning potentials in million-atom MD simulationsCode2
Relational Graph TransformerCode2
LightGNN: Simple Graph Neural Network for RecommendationCode2
Graph Neural Network Surrogates to leverage Mechanistic Expert Knowledge towards Reliable and Immediate Pandemic ResponseCode2
Double Difference Earthquake Location with Graph Neural NetworksCode2
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space CoverageCode2
MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based LearningCode2
MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRICode2
UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization ProblemsCode2
Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement LearningCode2
SelfGNN: Self-Supervised Graph Neural Networks for Sequential RecommendationCode2
Dynamic GNNs for Precise Seizure Detection and Classification from EEG DataCode2
Gradformer: Graph Transformer with Exponential DecayCode2
RiboDiffusion: Tertiary Structure-based RNA Inverse Folding with Generative Diffusion ModelsCode2
DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D ReassemblyCode2
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity AlignmentCode2
ChemReasoner: Heuristic Search over a Large Language Model's Knowledge Space using Quantum-Chemical FeedbackCode2
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph PerspectiveCode2
MHG-GNN: Combination of Molecular Hypergraph Grammar with Graph Neural NetworkCode2
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation LearningCode2
gRNAde: Geometric Deep Learning for 3D RNA inverse designCode2
Graph Neural Network-based surrogate model for granular flowsCode2
Graph-based Topology Reasoning for Driving ScenesCode2
GlueStick: Robust Image Matching by Sticking Points and Lines TogetherCode2
CHGNet: Pretrained universal neural network potential for charge-informed atomistic modelingCode2
LightGCL: Simple Yet Effective Graph Contrastive Learning for RecommendationCode2
Reducing SO(3) Convolutions to SO(2) for Efficient Equivariant GNNsCode2
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow PredictionCode2
Heterogeneous Multi-Robot Reinforcement LearningCode2
GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modelingCode2
Towards Relation-centered Pooling and Convolution for Heterogeneous Graph Learning NetworksCode2
Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement LearningCode2
A Generalist Neural Algorithmic LearnerCode2
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic GraphsCode2
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series ForecastingCode2
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic ForecastingCode2
Rethinking Graph Neural Networks for Anomaly DetectionCode2
Pocket2Mol: Efficient Molecular Sampling Based on 3D Protein PocketsCode2
Generating 3D Molecules for Target Protein BindingCode2
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