Graph Neural Network

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 3598 papers

Title	Date	Tasks	Status	Hype
DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly	Feb 29, 2024	DenoisingGraph Neural Network	CodeCode Available	2
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment	Feb 16, 2024	Entity AlignmentGraph Neural Network	CodeCode Available	2
ChemReasoner: Heuristic Search over a Large Language Model's Knowledge Space using Quantum-Chemical Feedback	Feb 15, 2024	Computational chemistryGraph Neural Network	CodeCode Available	2
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective	Nov 10, 2023	Graph Neural NetworkMultivariate Time Series Forecasting	CodeCode Available	2
MHG-GNN: Combination of Molecular Hypergraph Grammar with Graph Neural Network	Sep 28, 2023	Graph Neural NetworkPrediction	CodeCode Available	2
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning	May 31, 2023	Decision MakingGeneral Knowledge	CodeCode Available	2
gRNAde: Geometric Deep Learning for 3D RNA inverse design	May 24, 2023	3D geometryDeep Learning	CodeCode Available	2
Graph Neural Network-based surrogate model for granular flows	May 9, 2023	Graph Neural Network	CodeCode Available	2
Graph-based Topology Reasoning for Driving Scenes	Apr 11, 2023	3D Lane DetectionAutonomous Driving	CodeCode Available	2
GlueStick: Robust Image Matching by Sticking Points and Lines Together	Apr 4, 2023	Graph Neural NetworkPose Estimation	CodeCode Available	2
CHGNet: Pretrained universal neural network potential for charge-informed atomistic modeling	Feb 28, 2023	Atomic ForcesGraph Neural Network	CodeCode Available	2
LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation	Feb 16, 2023	Contrastive LearningData Augmentation	CodeCode Available	2
Reducing SO(3) Convolutions to SO(2) for Efficient Equivariant GNNs	Feb 7, 2023	Graph Neural Network	CodeCode Available	2
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction	Jan 19, 2023	Computational EfficiencyGraph Neural Network	CodeCode Available	2
Heterogeneous Multi-Robot Reinforcement Learning	Jan 17, 2023	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	2
GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modeling	Nov 18, 2022	Graph Neural Network	CodeCode Available	2
Towards Relation-centered Pooling and Convolution for Heterogeneous Graph Learning Networks	Oct 31, 2022	Graph LearningGraph Neural Network	CodeCode Available	2
Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning	Sep 28, 2022	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	2
A Generalist Neural Algorithmic Learner	Sep 22, 2022	Graph Neural NetworkLearning to Execute	CodeCode Available	2
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs	Jun 23, 2022	Graph AttentionGraph Neural Network	CodeCode Available	2
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting	Jun 18, 2022	Graph Neural NetworkMultivariate Time Series Forecasting	CodeCode Available	2
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	Jun 18, 2022	Graph LearningGraph Neural Network	CodeCode Available	2
Rethinking Graph Neural Networks for Anomaly Detection	May 31, 2022	Anomaly DetectionGraph Anomaly Detection	CodeCode Available	2
Pocket2Mol: Efficient Molecular Sampling Based on 3D Protein Pockets	May 15, 2022	Drug DesignGraph Neural Network	CodeCode Available	2
Generating 3D Molecules for Target Protein Binding	Apr 19, 2022	Drug DiscoveryGraph Neural Network	CodeCode Available	2

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	air	0S	1	—	Unverified