| Graph Neural Network for Traffic Forecasting: A Survey | Jan 27, 2021 | Demand ForecastingGraph Attention | CodeCode Available | 1 |
| Knowledge-Preserving Incremental Social Event Detection via Heterogeneous GNNs | Jan 21, 2021 | Event DetectionFeature Engineering | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses | Jan 20, 2021 | CPUGPU | CodeCode Available | 1 |
| SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism | Jan 20, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored Search | Jan 15, 2021 | Graph Neural NetworkNatural Language Understanding | CodeCode Available | 1 |
| Label Contrastive Coding based Graph Neural Network for Graph Classification | Jan 14, 2021 | ClassificationContrastive Learning | 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 |
| HighAir: A Hierarchical Graph Neural Network-Based Air Quality Forecasting Method | Jan 12, 2021 | DecoderGraph Neural Network | CodeCode Available | 1 |
| CRSLab: An Open-Source Toolkit for Building Conversational Recommender System | Jan 4, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph Neural Network | CodeCode Available | 1 |
| Code Summarization with Structure-induced Transformer | Dec 29, 2020 | Code SummarizationGraph Neural Network | CodeCode Available | 1 |
| Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective | Dec 14, 2020 | Drone-view target localizationGPU | CodeCode Available | 1 |
| Emotional Conversation Generation with Heterogeneous Graph Neural Network | Dec 9, 2020 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation | Dec 9, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| 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 |
| Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture | Dec 7, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 1 |
| Graph Stochastic Neural Networks for Semi-supervised Learning | Dec 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 |
| Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network | Nov 28, 2020 | ClusteringCommunity Detection | CodeCode Available | 1 |
| xFraud: Explainable Fraud Transaction Detection | Nov 24, 2020 | Explainable ModelsFraud Detection | CodeCode Available | 1 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Molecular Mechanics-Driven Graph Neural Network with Multiplex Graph for Molecular Structures | Nov 15, 2020 | Drug DiscoveryFormation Energy | CodeCode Available | 1 |
| Learning to Drop: Robust Graph Neural Network via Topological Denoising | Nov 13, 2020 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| Optimizing Large-Scale Fleet Management on a Road Network using Multi-Agent Deep Reinforcement Learning with Graph Neural Network | Nov 12, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Parameterized Explainer for Graph Neural Network | Nov 9, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations | Nov 8, 2020 | Graph Neural Network | CodeCode Available | 1 |
| RetroXpert: Decompose Retrosynthesis Prediction like a Chemist | Nov 4, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Graph Neural Networks in Recommender Systems: A Survey | Nov 4, 2020 | Graph Neural NetworkGraph Representation Learning | 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 |
| Strongly Incremental Constituency Parsing with Graph Neural Networks | Oct 27, 2020 | Constituency ParsingGraph Neural Network | CodeCode Available | 1 |
| Contrastive Graph Neural Network Explanation | Oct 26, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Primal-Dual Mesh Convolutional Neural Networks | Oct 23, 2020 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| Metapath- and Entity-aware Graph Neural Network for Recommendation | Oct 22, 2020 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Graph Neural Network for Large-Scale Network Localization | Oct 22, 2020 | Graph Neural Networkregression | CodeCode Available | 1 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Rethinking pooling in graph neural networks | Oct 22, 2020 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| Neural Deepfake Detection with Factual Structure of Text | Oct 15, 2020 | DeepFake DetectionFace Swapping | CodeCode Available | 1 |
| Identifying Possible Rumor Spreaders on Twitter: A Weak Supervised Learning Approach | Oct 15, 2020 | Graph Neural NetworkMisinformation | CodeCode Available | 1 |
| A Graph Neural Network Framework for Causal Inference in Brain Networks | Oct 14, 2020 | Causal InferenceGraph Neural Network | CodeCode Available | 1 |
| Deep Imitation Learning for Bimanual Robotic Manipulation | Oct 11, 2020 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 |
| Smooth Variational Graph Embeddings for Efficient Neural Architecture Search | Oct 9, 2020 | AutoMLBayesian Optimization | 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 |
| 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 |
| SumGNN: Multi-typed Drug Interaction Prediction via Efficient Knowledge Graph Summarization | Oct 4, 2020 | Data IntegrationGraph Neural Network | CodeCode Available | 1 |
| Multi-hop Attention Graph Neural Network | Sep 29, 2020 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 |
| A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction | Sep 29, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Molecular Graph Neural Networks for Predicting Molecule Properties | Sep 26, 2020 | Formation EnergyGraph Neural Network | CodeCode Available | 1 |
