| Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes | Dec 20, 2021 | Graph AttentionGraph Learning | CodeCode Available | 1 |
| GNN-Geo: A Graph Neural Network-based Fine-grained IP geolocation Framework | Dec 18, 2021 | DecoderGraph Neural Network | —Unverified | 0 |
| Knowledge graph enhanced recommender system | Dec 17, 2021 | AttributeGraph Neural Network | —Unverified | 0 |
| Neuromorphic Camera Denoising using Graph Neural Network-driven Transformers | Dec 17, 2021 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| Incomplete Knowledge Graph Alignment | Dec 17, 2021 | Graph Neural NetworkKnowledge Graph Completion | —Unverified | 0 |
| Two-view Graph Neural Networks for Knowledge Graph Completion | Dec 16, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 0 |
| Constraint-based graph network simulator | Dec 16, 2021 | Graph Neural NetworkPhysical Simulations | —Unverified | 0 |
| Multivariate Realized Volatility Forecasting with Graph Neural Network | Dec 16, 2021 | Graph Neural Network | —Unverified | 0 |
| Encoding protein dynamic information in graph representation for functional residue identification | Dec 15, 2021 | Graph Neural NetworkProtein Function Prediction | CodeCode Available | 0 |
| Joint Demand Prediction for Multimodal Systems: A Multi-task Multi-relational Spatiotemporal Graph Neural Network Approach | Dec 15, 2021 | Graph Neural NetworkManagement | —Unverified | 0 |
| Detail-aware Deep Clothing Animations Infused with Multi-source Attributes | Dec 15, 2021 | AttributeGraph Neural Network | —Unverified | 0 |
| Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks | Dec 14, 2021 | ClassificationEdge Classification | —Unverified | 0 |
| Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds | Dec 14, 2021 | 3D Object DetectionGraph Neural Network | —Unverified | 0 |
| SHGNN: Structure-Aware Heterogeneous Graph Neural Network | Dec 12, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| A Self-supervised Mixed-curvature Graph Neural Network | Dec 10, 2021 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks | Dec 10, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Road Extraction from Overhead Images with Graph Neural Networks | Dec 9, 2021 | graph constructionGraph Neural Network | —Unverified | 0 |
| Forecasting Brain Activity Based on Models of Spatio-Temporal Brain Dynamics: A Comparison of Graph Neural Network Architectures | Dec 8, 2021 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| OOD-GNN: Out-of-Distribution Generalized Graph Neural Network | Dec 7, 2021 | Graph Neural NetworkOut-of-Distribution Generalization | —Unverified | 0 |
| Graph Neural Networks Accelerated Molecular Dynamics | Dec 6, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Scalable Geometric Deep Learning on Molecular Graphs | Dec 6, 2021 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Controversy Detection: a Text and Graph Neural Network Based Approach | Dec 3, 2021 | Graph ClassificationGraph Embedding | —Unverified | 0 |
| AutoGEL: An Automated Graph Neural Network with Explicit Link Information | Dec 2, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Stationary Diffusion State Neural Estimation for Multiview Clustering | Dec 2, 2021 | ClusteringGraph Neural Network | CodeCode Available | 1 |
