| Motif Graph Neural Network | Dec 30, 2021 | Graph ClassificationGraph Embedding | CodeCode Available | 1 |
| Learning Multi-granularity User Intent Unit for Session-based Recommendation | Dec 25, 2021 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 |
| Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes | Dec 20, 2021 | Graph AttentionGraph Learning | CodeCode Available | 1 |
| Neuromorphic Camera Denoising using Graph Neural Network-driven Transformers | Dec 17, 2021 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| SHGNN: Structure-Aware Heterogeneous Graph Neural Network | Dec 12, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks | Dec 10, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| 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 |
| Stationary Diffusion State Neural Estimation for Multiview Clustering | Dec 2, 2021 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| ProtGNN: Towards Self-Explaining Graph Neural Networks | Dec 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Towards Multi-Grained Explainability for Graph Neural Networks | Dec 1, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Generating Diverse 3D Reconstructions from a Single Occluded Face Image | Dec 1, 2021 | 3D ReconstructionDiversity | CodeCode Available | 1 |
| Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation | Dec 1, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Group-Wise Learning for Weakly Supervised Semantic Segmentation | Dec 1, 2021 | Graph Neural NetworkObject Localization | CodeCode Available | 1 |
| PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images | Nov 30, 2021 | Graph Neural NetworkInstance Segmentation | CodeCode Available | 1 |
| Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces | Nov 27, 2021 | BenchmarkingGraph Attention | CodeCode Available | 1 |
| Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms | Nov 26, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| DeepGate: Learning Neural Representations of Logic Gates | Nov 26, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Explaining machine-learned particle-flow reconstruction | Nov 24, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Simplifying approach to Node Classification in Graph Neural Networks | Nov 12, 2021 | Classificationfeature selection | CodeCode Available | 1 |
| Spatio-Temporal Scene-Graph Embedding for Autonomous Vehicle Collision Prediction | Nov 11, 2021 | Autonomous VehiclesGraph Embedding | CodeCode Available | 1 |
