| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection | Jul 27, 2021 | Audio Deepfake DetectionDeepFake Detection | CodeCode Available | 1 | 5 |
| An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment | Jul 24, 2023 | Functional ConnectivityGraph Attention | CodeCode Available | 1 | 5 |
| Enhancing Chess Reinforcement Learning with Graph Representation | Oct 31, 2024 | Atari GamesGraph Attention | CodeCode Available | 1 | 5 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 | 5 |
| Graph neural networks and attention-based CNN-LSTM for protein classification | Apr 20, 2022 | ClassificationGraph Attention | CodeCode Available | 1 | 5 |
| Event Time Extraction and Propagation via Graph Attention Networks | Jun 1, 2021 | Graph AttentionNatural Language Understanding | CodeCode Available | 1 | 5 |
| GraphSAINT: Graph Sampling Based Inductive Learning Method | Jul 10, 2019 | Graph AttentionGraph Embedding | CodeCode Available | 1 | 5 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| Explainable Spatio-Temporal Graph Neural Networks | Oct 26, 2023 | Crime PredictionDecoder | CodeCode Available | 1 | 5 |
| Heterogeneous Graph Attention Networks for Early Detection of Rumors on Twitter | Jun 10, 2020 | Graph Attention | CodeCode Available | 1 | 5 |
| Are scene graphs good enough to improve Image Captioning? | Sep 25, 2020 | DecoderGraph Attention | CodeCode Available | 1 | 5 |
| Causal Attention for Interpretable and Generalizable Graph Classification | Dec 30, 2021 | ClassificationGraph Attention | CodeCode Available | 1 | 5 |
| FRT-PAD: Effective Presentation Attack Detection Driven by Face Related Task | Nov 22, 2021 | AttributeFace Presentation Attack Detection | CodeCode Available | 1 | 5 |
| CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph Augmentation | May 20, 2024 | Contrastive LearningGraph Attention | CodeCode Available | 1 | 5 |
| Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning | Feb 8, 2025 | Graph AttentionRepresentation Learning | CodeCode Available | 1 | 5 |
| CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed Graphs | Dec 18, 2023 | Graph AttentionInformation Retrieval | CodeCode Available | 1 | 5 |
| Co-GAT: A Co-Interactive Graph Attention Network for Joint Dialog Act Recognition and Sentiment Classification | Dec 24, 2020 | Graph AttentionSentiment Analysis | CodeCode Available | 1 | 5 |
| GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion Detection | Jul 25, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 | 5 |
| Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks | Jun 23, 2020 | Explainable Artificial Intelligence (XAI)General Classification | CodeCode Available | 1 | 5 |
| AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks | Oct 4, 2021 | Audio Deepfake DetectionGraph Attention | CodeCode Available | 1 | 5 |
| A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in Video | Mar 11, 2020 | 3D Human Pose Estimation3D Pose Estimation | CodeCode Available | 1 | 5 |
| Compare to The Knowledge: Graph Neural Fake News Detection with External Knowledge | Aug 1, 2021 | Fake News DetectionGraph Attention | CodeCode Available | 1 | 5 |
| Composing Object Relations and Attributes for Image-Text Matching | Jun 17, 2024 | AttributeGraph Attention | CodeCode Available | 1 | 5 |
| AC-VRNN: Attentive Conditional-VRNN for Multi-Future Trajectory Prediction | May 17, 2020 | Graph AttentionMulti-future Trajectory Prediction | CodeCode Available | 1 | 5 |
| Contrastive Viewpoint-aware Shape Learning for Long-term Person Re-Identification | Jan 4, 2024 | Cloth-Changing Person Re-IdentificationContrastive Learning | CodeCode Available | 1 | 5 |
| Cooperative Policy Learning with Pre-trained Heterogeneous Observation Representations | Dec 24, 2020 | DecoderGraph Attention | CodeCode Available | 1 | 5 |
| D2S: Representing sparse descriptors and 3D coordinates for camera relocalization | Jul 28, 2023 | Camera RelocalizationGraph Attention | CodeCode Available | 1 | 5 |
| AirObject: A Temporally Evolving Graph Embedding for Object Identification | Nov 30, 2021 | Graph AttentionGraph Embedding | 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 |
| Detecting Socially Abnormal Highway Driving Behaviors via Recurrent Graph Attention Networks | Apr 23, 2023 | Anomaly DetectionGraph Attention | CodeCode Available | 1 | 5 |
| DisenHAN: Disentangled Heterogeneous Graph Attention Network for Recommendation | Jun 21, 2021 | Collaborative FilteringGraph Attention | CodeCode Available | 1 | 5 |
| DialMed: A Dataset for Dialogue-based Medication Recommendation | Feb 22, 2022 | Graph Attention | CodeCode Available | 1 | 5 |
| DisenGCD: A Meta Multigraph-assisted Disentangled Graph Learning Framework for Cognitive Diagnosis | Oct 23, 2024 | cognitive diagnosisDiagnostic | CodeCode Available | 1 | 5 |
| Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks | Sep 10, 2020 | Dialog Relation ExtractionGraph Attention | CodeCode Available | 1 | 5 |
| DIGAT: Modeling News Recommendation with Dual-Graph Interaction | Oct 11, 2022 | Graph AttentionNews Recommendation | CodeCode Available | 1 | 5 |
| A Message Passing Perspective on Learning Dynamics of Contrastive Learning | Mar 8, 2023 | Contrastive LearningGraph Attention | 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 |
| GRAF: Graph Attention-aware Fusion Networks | Mar 29, 2023 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention Network | Aug 22, 2021 | DisentanglementGraph Attention | CodeCode Available | 1 | 5 |
| A Multimodal Graph Neural Network Framework of Cancer Molecular Subtype Classification | Feb 24, 2023 | Cancer ClassificationClassification | CodeCode Available | 1 | 5 |
| Graph Attention Networks | Oct 30, 2017 | Document ClassificationGraph Attention | CodeCode Available | 1 | 5 |
| Bi-Level Attention Graph Neural Networks | Apr 23, 2023 | Graph AttentionRelation | CodeCode Available | 1 | 5 |
| BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment Analysis | Apr 6, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 | 5 |
| DUCK: Rumour Detection on Social Media by Modelling User and Comment Propagation Networks | Jul 1, 2022 | Graph AttentionMisinformation | CodeCode Available | 1 | 5 |
| DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question Answering | Jul 10, 2021 | Graph AttentionQuestion Answering | CodeCode Available | 1 | 5 |
| Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis | Mar 21, 2022 | Dependency ParsingGraph Attention | CodeCode Available | 1 | 5 |
| Dynamic Graph Neural Networks for Sequential Recommendation | Apr 15, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| ECNU-SenseMaker at SemEval-2020 Task 4: Leveraging Heterogeneous Knowledge Resources for Commonsense Validation and Explanation | Jul 28, 2020 | Data AugmentationGraph Attention | CodeCode Available | 1 | 5 |
| Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs | Oct 19, 2022 | Graph AttentionIntent Detection | CodeCode Available | 1 | 5 |
