| TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network | Jan 26, 2020 | Graph Neural NetworkPosition | CodeCode Available | 1 |
| Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks | Jan 19, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| Graph-Bert: Only Attention is Needed for Learning Graph Representations | Jan 15, 2020 | AttributeClustering | CodeCode Available | 1 |
| Inf-VAE: A Variational Autoencoder Framework to Integrate Homophily and Influence in Diffusion Prediction | Jan 1, 2020 | Graph Neural Network | CodeCode Available | 1 |
| A Fair Comparison of Graph Neural Networks for Graph Classification | Dec 20, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 |
| SuperGlue: Learning Feature Matching with Graph Neural Networks | Nov 26, 2019 | Camera Pose EstimationGPU | CodeCode Available | 1 |
| Learning Cross-modal Context Graph for Visual Grounding | Nov 20, 2019 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Hierarchical Graph Pooling with Structure Learning | Nov 14, 2019 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Maximum Constraint Satisfaction | Sep 18, 2019 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation | Aug 30, 2019 | Emotion ClassificationEmotion Recognition | CodeCode Available | 1 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Spectral Clustering with Graph Neural Networks for Graph Pooling | Jun 30, 2019 | ClusteringGraph Classification | CodeCode Available | 1 |
| Signed Graph Attention Networks | Jun 26, 2019 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Crystal Graph Neural Networks for Data Mining in Materials Science | May 27, 2019 | Band GapFormation Energy | CodeCode Available | 1 |
| KGAT: Knowledge Graph Attention Network for Recommendation | May 20, 2019 | Explainable RecommendationGraph Neural Network | CodeCode Available | 1 |
| Inductive Matrix Completion Based on Graph Neural Networks | Apr 26, 2019 | Graph Neural NetworkMatrix Completion | CodeCode Available | 1 |
| DeepSphere: towards an equivariant graph-based spherical CNN | Apr 8, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| PDP: A General Neural Framework for Learning Constraint Satisfaction Solvers | Mar 5, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Streaming Graph Neural Networks | Oct 24, 2018 | Community DetectionGeneral Classification | CodeCode Available | 1 |
| Graph HyperNetworks for Neural Architecture Search | Oct 12, 2018 | Graph Neural NetworkNeural Architecture Search | 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 |
| Hierarchical Graph Representation Learning with Differentiable Pooling | Jun 22, 2018 | General ClassificationGraph Classification | CodeCode Available | 1 |
| Constructing Narrative Event Evolutionary Graph for Script Event Prediction | May 14, 2018 | Graph Neural NetworkMultiple-choice | CodeCode Available | 1 |
| Link Prediction Based on Graph Neural Networks | Feb 27, 2018 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Long-Short Distance Graph Neural Networks and Improved Curriculum Learning for Emotion Recognition in Conversation | Jul 21, 2025 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 0 |
| Multi-Channel Graph Neural Network for Financial Risk Prediction of NEEQ Enterprises | Jul 17, 2025 | Graph Neural Network | —Unverified | 0 |
| Catching Bid-rigging Cartels with Graph Attention Neural Networks | Jul 16, 2025 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Recurrent U-Net-Based Graph Neural Network (RUGNN) for Accurate Deformation Predictions in Sheet Material Forming | Jul 10, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| Credit Risk Analysis for SMEs Using Graph Neural Networks in Supply Chain | Jul 10, 2025 | Graph Neural Network | —Unverified | 0 |
| GNN-ViTCap: GNN-Enhanced Multiple Instance Learning with Vision Transformers for Whole Slide Image Classification and Captioning | Jul 9, 2025 | Caption GenerationClustering | —Unverified | 0 |
| High Order Collaboration-Oriented Federated Graph Neural Network for Accurate QoS Prediction | Jul 7, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs | Jul 5, 2025 | Graph Neural NetworkInformation Retrieval | CodeCode Available | 0 |
| RLHGNN: Reinforcement Learning-driven Heterogeneous Graph Neural Network for Next Activity Prediction in Business Processes | Jul 3, 2025 | Activity PredictionGraph Neural Network | CodeCode Available | 0 |
| RaGNNarok: A Light-Weight Graph Neural Network for Enhancing Radar Point Clouds on Unmanned Ground Vehicles | Jul 1, 2025 | Autonomous NavigationGraph Neural Network | —Unverified | 0 |
| Task-Agnostic Contrastive Pretraining for Relational Deep Learning | Jun 27, 2025 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Directed Link Prediction using GNN with Local and Global Feature Fusion | Jun 25, 2025 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning | Jun 24, 2025 | Disaster ResponseDiversity | —Unverified | 0 |
| Fast State-Augmented Learning for Wireless Resource Allocation with Dual Variable Regression | Jun 23, 2025 | Graph Neural Network | —Unverified | 0 |
| TROJAN-GUARD: Hardware Trojans Detection Using GNN in RTL Designs | Jun 22, 2025 | Graph Neural NetworkQuantization | —Unverified | 0 |
| UT-GraphCast Hindcast Dataset: A Global AI Forecast Archive from UT Austin for Weather and Climate Applications | Jun 20, 2025 | Graph Neural Network | —Unverified | 0 |
| DOVA-PATBM: An Intelligent, Adaptive, and Scalable Framework for Optimizing Large-Scale EV Charging Infrastructure | Jun 18, 2025 | Graph Neural Network | —Unverified | 0 |
| Beyond Force Metrics: Pre-Training MLFFs for Stable MD Simulations | Jun 17, 2025 | Graph Neural Network | —Unverified | 0 |
| AST-Enhanced or AST-Overloaded? The Surprising Impact of Hybrid Graph Representations on Code Clone Detection | Jun 17, 2025 | Clone DetectionGraph Attention | CodeCode Available | 0 |
| CLGNN: A Contrastive Learning-based GNN Model for Betweenness Centrality Prediction on Temporal Graphs | Jun 17, 2025 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
