| Deep Graph Matching Consensus | Jan 27, 2020 | Entity AlignmentGraph Matching | CodeCode Available | 1 |
| Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation | Jun 7, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations | Feb 8, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System | May 12, 2022 | Binary ClassificationGraph Neural Network | CodeCode Available | 1 |
| LIVABLE: Exploring Long-Tailed Classification of Software Vulnerability Types | Jun 12, 2023 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| LL-GNN: Low Latency Graph Neural Networks on FPGAs for High Energy Physics | Sep 28, 2022 | GPUGraph Neural Network | CodeCode Available | 1 |
| LSGNN: Towards General Graph Neural Network in Node Classification by Local Similarity | May 7, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Deep Imitation Learning for Bimanual Robotic Manipulation | Oct 11, 2020 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| M2GNN: Metapath and Multi-interest Aggregated Graph Neural Network for Tag-based Cross-domain Recommendation | Apr 16, 2023 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes | Jun 6, 2022 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 |
| MASKDROID: Robust Android Malware Detection with Masked Graph Representations | Sep 29, 2024 | Android Malware DetectionGraph Neural Network | CodeCode Available | 1 |
| Materials Property Prediction with Uncertainty Quantification: A Benchmark Study | Nov 4, 2022 | Active LearningBand Gap | CodeCode Available | 1 |
| Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks | Jul 3, 2021 | Combinatorial OptimizationGraph Classification | CodeCode Available | 1 |
| Deep Learning for Abstract Argumentation Semantics | Jul 15, 2020 | Abstract ArgumentationDeep Learning | CodeCode Available | 1 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 |
| MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics | Dec 2, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Message Passing Query Embedding | Feb 6, 2020 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs | Jan 7, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| EEGNN: Edge Enhanced Graph Neural Network with a Bayesian Nonparametric Graph Model | Aug 12, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Efficient Heterogeneous Graph Learning via Random Projection | Oct 23, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers | May 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Mixture of Weak & Strong Experts on Graphs | Nov 9, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Moco: A Learnable Meta Optimizer for Combinatorial Optimization | Feb 7, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Modelling graph dynamics in fraud detection with "Attention" | Apr 22, 2022 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| ModGNN: Expert Policy Approximation in Multi-Agent Systems with a Modular Graph Neural Network Architecture | Mar 24, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based Optimization | Aug 24, 2021 | DiversityGraph Neural Network | CodeCode Available | 1 |
| DMNet: Delaunay Meshing Network for 3D Shape Representation | Jan 1, 2023 | 3D Shape RepresentationGraph Neural Network | CodeCode Available | 1 |
| MolGrapher: Graph-based Visual Recognition of Chemical Structures | Aug 23, 2023 | ArticlesDiversity | CodeCode Available | 1 |
| DeepProtein: Deep Learning Library and Benchmark for Protein Sequence Learning | Oct 2, 2024 | Deep LearningDrug Discovery | CodeCode Available | 1 |
| MOOMIN: Deep Molecular Omics Network for Anti-Cancer Drug Combination Therapy | Oct 28, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| Multi-behavior Self-supervised Learning for Recommendation | May 22, 2023 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Multi-Label Text Classification using Attention-based Graph Neural Network | Mar 22, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| AI-accelerated Discovery of Altermagnetic Materials | Nov 8, 2023 | Graph Neural Network | CodeCode Available | 1 |
| DeepSphere: towards an equivariant graph-based spherical CNN | Apr 8, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission | Apr 14, 2022 | AllGraph Neural Network | CodeCode Available | 1 |
| Multipole Graph Neural Operator for Parametric Partial Differential Equations | Jun 16, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| deGraphCS: Embedding Variable-based Flow Graph for Neural Code Search | Mar 24, 2021 | Code SearchGraph Neural Network | CodeCode Available | 1 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 |
| Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning | Jul 20, 2023 | Conformal PredictionGraph Learning | CodeCode Available | 1 |
| Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data | Jan 3, 2022 | Graph Neural Networkregression | CodeCode Available | 1 |
| MuSe-GNN: Learning Unified Gene Representation From Multimodal Biological Graph Data | Sep 29, 2023 | BenchmarkingContrastive Learning | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
