| Towards an Interpretable Latent Space in Structured Models for Video Prediction | Jul 16, 2021 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| 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 |
| Towards Representation Identical Privacy-Preserving Graph Neural Network via Split Learning | Jul 13, 2021 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Generalization of graph network inferences in higher-order graphical models | Jul 12, 2021 | Graph Neural NetworkOut-of-Distribution Generalization | —Unverified | 0 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 |
| Group-Node Attention for Community Evolution Prediction | Jul 9, 2021 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Classifying Component Function in Product Assemblies with Graph Neural Networks | Jul 8, 2021 | Graph Neural Network | —Unverified | 0 |
| 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 |
| EchoEA: Echo Information between Entities and Relations for Entity Alignment | Jul 7, 2021 | AttributeEntity Alignment | CodeCode Available | 0 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| PPGN: Physics-Preserved Graph Networks for Real-Time Fault Location in Distribution Systems with Limited Observation and Labels | Jul 5, 2021 | Graph EmbeddingGraph Learning | —Unverified | 0 |
| Learning Hierarchical Graph Neural Networks for Image Clustering | Jul 3, 2021 | ClusteringFace Clustering | CodeCode Available | 0 |
| Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks | Jul 3, 2021 | Combinatorial OptimizationGraph Classification | CodeCode Available | 1 |
| Exploiting Positional Information for Session-based Recommendation | Jul 2, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Exploiting Cross-Session Information for Session-based Recommendation with Graph Neural Networks | Jul 2, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Online Multi-Agent Forecasting with Interpretable Collaborative Graph Neural Network | Jul 2, 2021 | Graph Neural NetworkHuman motion prediction | —Unverified | 0 |
| 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 |
| Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning | Jun 30, 2021 | Graph AttentionGraph Learning | —Unverified | 0 |
| Curvature Graph Neural Network | Jun 30, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Dual GNNs: Graph Neural Network Learning with Limited Supervision | Jun 29, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| RICE: Refining Instance Masks in Cluttered Environments with Graph Neural Networks | Jun 29, 2021 | Graph Neural Network | CodeCode Available | 1 |
| On Graph Neural Network Ensembles for Large-Scale Molecular Property Prediction | Jun 29, 2021 | Active LearningGraph Neural Network | CodeCode Available | 0 |
