| Bermuda Triangles: GNNs Fail to Detect Simple Topological Structures | May 1, 2021 | Graph Neural Network | CodeCode Available | 0 |
| BeMap: Balanced Message Passing for Fair Graph Neural Network | Jun 7, 2023 | FairnessGraph Neural Network | CodeCode Available | 0 |
| PCN: A Deep Learning Approach to Jet Tagging Utilizing Novel Graph Construction Methods and Chebyshev Graph Convolutions | Sep 12, 2023 | graph constructionGraph Neural Network | CodeCode Available | 0 |
| TANGNN: a Concise, Scalable and Effective Graph Neural Networks with Top-m Attention Mechanism for Graph Representation Learning | Nov 23, 2024 | Computational EfficiencyGraph Neural Network | CodeCode Available | 0 |
| TANGO: Commonsense Generalization in Predicting Tool Interactions for Mobile Manipulators | May 5, 2021 | Graph Neural Network | CodeCode Available | 0 |
| G-FARS: Gradient-Field-based Auto-Regressive Sampling for 3D Part Grouping | May 10, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification | Jan 22, 2020 | General ClassificationGraph Learning | CodeCode Available | 0 |
| SEM-GAT: Explainable Semantic Pose Estimation using Learned Graph Attention | Aug 7, 2023 | Graph AttentionGraph Neural Network | CodeCode Available | 0 |
| When Box Meets Graph Neural Network in Tag-aware Recommendation | Jun 17, 2024 | DiversityGraph Neural Network | CodeCode Available | 0 |
| Genetic Algorithms with Neural Cost Predictor for Solving Hierarchical Vehicle Routing Problems | Oct 22, 2023 | Graph Neural Network | CodeCode Available | 0 |
| Behavior Pattern Mining-based Multi-Behavior Recommendation | Aug 22, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Identifying Performance Issues in Cloud Service Systems Based on Relational-Temporal Features | Jul 20, 2023 | Anomaly DetectionGraph Attention | CodeCode Available | 0 |
| Advances in Continual Graph Learning for Anti-Money Laundering Systems: A Comprehensive Review | Mar 31, 2025 | Continual LearningGraph Learning | CodeCode Available | 0 |
| Visual Relationship Detection with Relative Location Mining | Nov 2, 2019 | Graph Neural NetworkObject | CodeCode Available | 0 |
| Periodic Materials Generation using Text-Guided Joint Diffusion Model | Mar 1, 2025 | DenoisingGraph Neural Network | CodeCode Available | 0 |
| Generative-Contrastive Heterogeneous Graph Neural Network | Apr 3, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Permutation Equivariant Graph Framelets for Heterophilous Graph Learning | Jun 7, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning | May 3, 2019 | ClassificationDenoising | CodeCode Available | 0 |
| Permute Me Softly: Learning Soft Permutations for Graph Representations | Oct 5, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Deep Multi-Task Augmented Feature Learning via Hierarchical Graph Neural Network | Feb 12, 2020 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 0 |
| Generating a Graph Colouring Heuristic with Deep Q-Learning and Graph Neural Networks | Apr 8, 2023 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| A Novel Deep Learning Approach Featuring Graph-Based Algorithm for Cell Segmentation and Tracking | Jan 18, 2024 | Cell DetectionCell Segmentation | CodeCode Available | 0 |
| Personalized Graph Neural Networks with Attention Mechanism for Session-Aware Recommendation | Oct 20, 2019 | Graph Neural NetworkMachine Translation | CodeCode Available | 0 |
| Task-Agnostic Graph Neural Network Evaluation via Adversarial Collaboration | Jan 27, 2023 | BenchmarkingGraph Classification | CodeCode Available | 0 |
| Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction | Nov 24, 2019 | ClusteringGraph Neural Network | CodeCode Available | 0 |
| Deep Learning strategies for ProtoDUNE raw data denoising | Mar 2, 2021 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 |
| Training a Label-Noise-Resistant GNN with Reduced Complexity | Nov 17, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| BANGS: Game-Theoretic Node Selection for Graph Self-Training | Oct 12, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction | Mar 28, 2024 | Graph Neural NetworkImputation | CodeCode Available | 0 |
| GCBLANE: A graph-enhanced convolutional BiLSTM attention network for improved transcription factor binding site prediction | Mar 16, 2025 | Graph Neural NetworkTranscription Factor Binding Site Prediction | CodeCode Available | 0 |
| GAG: Global Attributed Graph Neural Network for Streaming Session-based Recommendation | Jul 6, 2020 | AttributeGraph Neural Network | CodeCode Available | 0 |
| Fusing Modalities by Multiplexed Graph Neural Networks for Outcome Prediction in Tuberculosis | Oct 25, 2022 | AllGraph Neural Network | CodeCode Available | 0 |
| DeepInf: Social Influence Prediction with Deep Learning | Jul 15, 2018 | Deep LearningFeature Engineering | CodeCode Available | 0 |
| DeepCrysTet: A Deep Learning Approach Using Tetrahedral Mesh for Predicting Properties of Crystalline Materials | Sep 7, 2023 | Graph Neural Network | CodeCode Available | 0 |
| Full-Body Motion Reconstruction with Sparse Sensing from Graph Perspective | Jan 22, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Unsupervised Graph Anomaly Detection via Multi-Hypersphere Heterophilic Graph Learning | Mar 15, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| Sequential Classification of Misinformation | Sep 7, 2024 | Binary ClassificationClassification | CodeCode Available | 0 |
| tBDFS: Temporal Graph Neural Network Leveraging DFS | Jun 12, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 0 |
| Back to the Future: GNN-based NO_2 Forecasting via Future Covariates | Apr 8, 2024 | Graph Neural Network | CodeCode Available | 0 |
| A Vlogger-augmented Graph Neural Network Model for Micro-video Recommendation | May 28, 2024 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| Physics-Informed Heterogeneous Graph Neural Networks for DC Blocker Placement | May 16, 2024 | BlockingGraph Neural Network | CodeCode Available | 0 |
| Deep Belief Network based representation learning for lncRNA-disease association prediction | Jun 22, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 0 |
| FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection | Jun 21, 2024 | Anomaly DetectionEvent Detection | CodeCode Available | 0 |
| Visual Re-Ranking with Non-Visual Side Information | Apr 15, 2025 | Graph Neural NetworkImage Retrieval | CodeCode Available | 0 |
| Piecewise Constant Spectral Graph Neural Network | May 7, 2025 | Graph Neural Network | CodeCode Available | 0 |
| Wireless Link Scheduling with State-Augmented Graph Neural Networks | May 12, 2025 | FairnessGraph Neural Network | CodeCode Available | 0 |
| PiNet: A Permutation Invariant Graph Neural Network for Graph Classification | May 8, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Pitfalls of Graph Neural Network Evaluation | Nov 14, 2018 | Graph MiningGraph Neural Network | CodeCode Available | 0 |