| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 | 5 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 | 5 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 | 5 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Identifying Possible Rumor Spreaders on Twitter: A Weak Supervised Learning Approach | Oct 15, 2020 | Graph Neural NetworkMisinformation | CodeCode Available | 1 | 5 |
| Action knowledge for video captioning with graph neural networks | Mar 16, 2023 | Action RecognitionGraph Neural Network | CodeCode Available | 1 | 5 |
| Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | CodeCode Available | 1 | 5 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| A Graph Neural Network Framework for Causal Inference in Brain Networks | Oct 14, 2020 | Causal InferenceGraph Neural Network | CodeCode Available | 1 | 5 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 | 5 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| CrysGNN : Distilling pre-trained knowledge to enhance property prediction for crystalline materials | Jan 14, 2023 | Formation EnergyGraph Neural Network | CodeCode Available | 1 | 5 |
| A graph representation of molecular ensembles for polymer property prediction | May 17, 2022 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks | Jan 15, 2025 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 | 5 |
| Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph | Sep 9, 2021 | Cross-Lingual TransferGraph Neural Network | CodeCode Available | 1 | 5 |
| Deceptive Path Planning via Reinforcement Learning with Graph Neural Networks | Feb 9, 2024 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 | 5 |
| A2-GNN: Angle-Annular GNN for Visual Descriptor-free Camera Relocalization | Feb 27, 2025 | Camera RelocalizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| PIGNet2: A Versatile Deep Learning-based Protein-Ligand Interaction Prediction Model for Binding Affinity Scoring and Virtual Screening | Jul 3, 2023 | Data AugmentationDrug Discovery | CodeCode Available | 1 | 5 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Graph Neural Network Explanation | Oct 26, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network | Jun 17, 2023 | Backdoor AttackFederated Learning | CodeCode Available | 1 | 5 |
| DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based Optimization | Aug 24, 2021 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 | 5 |
| Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network | Jul 20, 2022 | Graph MiningGraph Neural Network | CodeCode Available | 1 | 5 |
| Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces | Nov 27, 2021 | BenchmarkingGraph Attention | CodeCode Available | 1 | 5 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 | 5 |
| Are Graph Neural Networks Optimal Approximation Algorithms? | Oct 1, 2023 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| AI-accelerated Discovery of Altermagnetic Materials | Nov 8, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning | Jul 20, 2023 | Conformal PredictionGraph Learning | CodeCode Available | 1 | 5 |
| Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction | Feb 28, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 | 5 |
| BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology | Mar 26, 2025 | Explainable ModelsGraph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks | Aug 22, 2024 | Contrastive LearningDynamic Link Prediction | CodeCode Available | 1 | 5 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| BonDNet: a graph neural network for the prediction of bond dissociation energies for charged molecules | Dec 8, 2020 | Graph Neural NetworkQuantum Chemistry Regression | CodeCode Available | 1 | 5 |
| Multi-hop Attention Graph Neural Network | Sep 29, 2020 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 | 5 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 | 5 |
| A Locality-based Neural Solver for Optical Motion Capture | Sep 1, 2023 | Data AugmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Cross-Domain Sequential Recommendation | Apr 8, 2023 | Graph Neural NetworkSequential Recommendation | CodeCode Available | 1 | 5 |
