| Knowledge Graph Reasoning with Relational Digraph | Aug 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Recurrent Graph Neural Networks for Rumor Detection in Online Forums | Aug 8, 2021 | ArticlesGraph Neural Network | CodeCode Available | 1 |
| Hierarchical Representations and Explicit Memory: Learning Effective Navigation Policies on 3D Scene Graphs using Graph Neural Networks | Aug 2, 2021 | 2D Semantic SegmentationGraph Neural Network | CodeCode Available | 1 |
| Modeling Transitions of Focal Entities for Conversational Knowledge Base Question Answering | Aug 1, 2021 | Graph Neural NetworkKnowledge Base Question Answering | CodeCode Available | 1 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | CodeCode Available | 1 |
| Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks | Jul 31, 2021 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| Unveiling the potential of Graph Neural Networks for robust Intrusion Detection | Jul 30, 2021 | Graph Neural NetworkIntrusion Detection | CodeCode Available | 1 |
| Learning Theorem Proving Components | Jul 21, 2021 | Automated Theorem ProvingGraph Neural Network | CodeCode Available | 1 |
| Structure-aware Interactive Graph Neural Networks for the Prediction of Protein-Ligand Binding Affinity | Jul 21, 2021 | Drug DiscoveryGraph Attention | CodeCode Available | 1 |
| Significant Wave Height Prediction based on Wavelet Graph Neural Network | Jul 20, 2021 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Scalable Surface Reconstruction with Delaunay-Graph Neural Networks | Jul 13, 2021 | Graph Neural NetworkSurface Reconstruction | CodeCode Available | 1 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Global Graph Neural Networks for Personalized Session-based Recommendation | Jul 8, 2021 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 1 |
| Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space | Jul 8, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks | Jul 3, 2021 | Combinatorial OptimizationGraph Classification | CodeCode Available | 1 |
| Combinatorial Optimization with Physics-Inspired Graph Neural Networks | Jul 2, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Quantitative Evaluation of Explainable Graph Neural Networks for Molecular Property Prediction | Jul 1, 2021 | Drug DiscoveryExplainable artificial intelligence | CodeCode Available | 1 |
| RICE: Refining Instance Masks in Cluttered Environments with Graph Neural Networks | Jun 29, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Sequential Recommendation with Graph Neural Networks | Jun 27, 2021 | Graph Neural NetworkMetric Learning | CodeCode Available | 1 |
| Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks | Jun 24, 2021 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 |
| Geometric learning of the conformational dynamics of molecules using dynamic graph neural networks | Jun 24, 2021 | Graph Neural Network | CodeCode Available | 1 |
| DisenHAN: Disentangled Heterogeneous Graph Attention Network for Recommendation | Jun 21, 2021 | Collaborative FilteringGraph Attention | CodeCode Available | 1 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Learning Real-Time Prices in Electricity Market | Jun 19, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Fast Quantum Property Prediction via Deeper 2D and 3D Graph Networks | Jun 16, 2021 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 |
| Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction | Jun 13, 2021 | Graph Neural NetworkInductive Relation Prediction | CodeCode Available | 1 |
| Graph Neural Network-Based Anomaly Detection in Multivariate Time Series | Jun 13, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Plan2Scene: Converting Floorplans to 3D Scenes | Jun 9, 2021 | Graph Neural NetworkPlan2Scene | CodeCode Available | 1 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Self-Supervised Graph Learning with Hyperbolic Embedding for Temporal Health Event Prediction | Jun 9, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| NRGNN: Learning a Label Noise-Resistant Graph Neural Network on Sparsely and Noisily Labeled Graphs | Jun 8, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Graph-MLP: Node Classification without Message Passing in Graph | Jun 8, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation | Jun 8, 2021 | Box-supervised Instance SegmentationGraph Neural Network | CodeCode Available | 1 |
| Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation | Jun 7, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| Graph Neural Networks in Network Neuroscience | Jun 7, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction | Jun 3, 2021 | AllDocument-level Relation Extraction | CodeCode Available | 1 |
| Convergent Graph Solvers | Jun 3, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| KGPool: Dynamic Knowledge Graph Context Selection for Relation Extraction | Jun 1, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| SN-Graph: a Minimalist 3D Object Representation for Classification | May 31, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Hashing-Accelerated Graph Neural Networks for Link Prediction | May 29, 2021 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| GraphFM: Graph Factorization Machines for Feature Interaction Modeling | May 25, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads | May 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Cross-lingual Text Classification with Heterogeneous Graph Neural Network | May 24, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Graph Representation Learning with Relation Awareness | May 24, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Distance-Enhanced Graph Neural Network for Link Prediction | May 20, 2021 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Superpixel-based Knowledge Infusion in Deep Neural Networks for Image Classification | May 20, 2021 | Face RecognitionGraph Neural Network | CodeCode Available | 1 |
| Self-supervised Heterogeneous Graph Neural Network with Co-contrastive Learning | May 19, 2021 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection | May 18, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |