| 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 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 |
| ProtGNN: Towards Self-Explaining Graph Neural Networks | Dec 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Group-Wise Learning for Weakly Supervised Semantic Segmentation | Dec 1, 2021 | Graph Neural NetworkObject Localization | CodeCode Available | 1 |
| Monolith to Microservices: Representing Application Software through Heterogeneous Graph Neural Network | Dec 1, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 0 |
| The Shape Part Slot Machine: Contact-based Reasoning for Generating 3D Shapes from Parts | Dec 1, 2021 | DiversityGraph Neural Network | —Unverified | 0 |
| Generating Diverse 3D Reconstructions from a Single Occluded Face Image | Dec 1, 2021 | 3D ReconstructionDiversity | CodeCode Available | 1 |
| KS-GNN: Keywords Search over Incomplete Graphs via Graphs Neural Network | Dec 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning Semantic Representations to Verify Hardware Designs | Dec 1, 2021 | Graph Neural NetworkLearning Semantic Representations | —Unverified | 0 |
| Solving Graph-based Public Goods Games with Tree Search and Imitation Learning | Dec 1, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation | Dec 1, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Towards Multi-Grained Explainability for Graph Neural Networks | Dec 1, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Decoding the Protein-ligand Interactions Using Parallel Graph Neural Networks | Nov 30, 2021 | Explainable artificial intelligenceGraph Neural Network | CodeCode Available | 0 |
| PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images | Nov 30, 2021 | Graph Neural NetworkInstance Segmentation | CodeCode Available | 1 |
| Learning Large-Time-Step Molecular Dynamics with Graph Neural Networks | Nov 30, 2021 | Graph Neural Network | —Unverified | 0 |
| Multi-objective Explanations of GNN Predictions | Nov 29, 2021 | counterfactualDecision Making | —Unverified | 0 |
| p2pGNN: A Decentralized Graph Neural Network for Node Classification in Peer-to-Peer Networks | Nov 29, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| A Graph Deep Learning Framework for High-Level Synthesis Design Space Exploration | Nov 29, 2021 | Graph Neural NetworkHigh-Level Synthesis | —Unverified | 0 |
| Pre-training Recommender Systems via Reinforced Attentive Multi-relational Graph Neural Network | Nov 28, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| A Review on Graph Neural Network Methods in Financial Applications | Nov 27, 2021 | Graph Neural Network | —Unverified | 0 |
| 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 |
| DSC: Deep Scan Context Descriptor for Large-Scale Place Recognition | Nov 27, 2021 | Graph Neural NetworkLoop Closure Detection | —Unverified | 0 |
| DeepGate: Learning Neural Representations of Logic Gates | Nov 26, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| On the combination of graph data for assessing thin-file borrowers' creditworthiness | Nov 26, 2021 | Feature EngineeringGraph Neural Network | —Unverified | 0 |
| 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 |
| Learning to Search in Task and Motion Planning with Streams | Nov 25, 2021 | Graph Neural NetworkMotion Planning | —Unverified | 0 |
