| Advanced Graph-Based Deep Learning for Probabilistic Type Inference | Sep 13, 2020 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design | Oct 9, 2021 | Graph Neural NetworkProtein Design | CodeCode Available | 1 |
| Disentangled Graph Social Recommendation | Mar 14, 2023 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | CodeCode Available | 1 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Knowledge Association with Hyperbolic Knowledge Graph Embeddings | Oct 5, 2020 | Entity AlignmentGraph Neural Network | CodeCode Available | 1 |
| Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network | Oct 4, 2020 | Graph Neural NetworkReview Generation | CodeCode Available | 1 |
| Knowledge Graph Reasoning with Relational Digraph | Aug 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Large-scale Personalized Video Game Recommendation via Social-aware Contextualized Graph Neural Network | Feb 7, 2022 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Conversation Understanding using Relational Temporal Graph Neural Networks with Auxiliary Cross-Modality Interaction | Nov 8, 2023 | Emotion RecognitionGraph Neural Network | CodeCode Available | 1 |
| Learnable Graph Matching: A Practical Paradigm for Data Association | Mar 27, 2023 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Learning Algebraic Multigrid Using Graph Neural Networks | Mar 12, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning | Feb 17, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations | Nov 8, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Learning Controllable Adaptive Simulation for Multi-resolution Physics | May 1, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Learning Flexible Body Collision Dynamics with Hierarchical Contact Mesh Transformer | Dec 19, 2023 | Graph Neural NetworkNumerical Integration | CodeCode Available | 1 |
| Learning Heterogeneous Interaction Strengths by Trajectory Prediction with Graph Neural Network | Aug 28, 2022 | Graph Neural NetworkTrajectory Prediction | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Learning Models of Adversarial Agent Behavior under Partial Observability | Jun 19, 2023 | Game DesignGraph Neural Network | CodeCode Available | 1 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network | Sep 23, 2022 | Graph Neural Network | CodeCode Available | 1 |
| A Neural Separation Algorithm for the Rounded Capacity Inequalities | Jun 29, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Learning Symbolic Operators for Task and Motion Planning | Feb 28, 2021 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| Learning to Drop: Robust Graph Neural Network via Topological Denoising | Nov 13, 2020 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| Learning to Match Features with Seeded Graph Matching Network | Aug 19, 2021 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP | Sep 8, 2018 | Graph Neural Network | CodeCode Available | 1 |
| Learning Unknown from Correlations: Graph Neural Network for Inter-novel-protein Interaction Prediction | May 14, 2021 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations | Nov 1, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes | Dec 20, 2021 | Graph AttentionGraph Learning | CodeCode Available | 1 |
| DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering | Dec 12, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| Linear-Time Graph Neural Networks for Scalable Recommendations | Feb 21, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis | Aug 1, 2023 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 |
| Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention | Apr 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| LPAC: Learnable Perception-Action-Communication Loops with Applications to Coverage Control | Jan 10, 2024 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 |
| ChatGPT Informed Graph Neural Network for Stock Movement Prediction | May 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 |
| CheckerPose: Progressive Dense Keypoint Localization for Object Pose Estimation with Graph Neural Network | Mar 29, 2023 | Graph Neural NetworkPose Estimation | CodeCode Available | 1 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 |
| Deceptive Path Planning via Reinforcement Learning with Graph Neural Networks | Feb 9, 2024 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
