| Multi-View Graph Representation for Programming Language Processing: An Investigation into Algorithm Detection | Feb 25, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Structured Multi-task Learning for Molecular Property Prediction | Feb 22, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Space4HGNN: A Novel, Modularized and Reproducible Platform to Evaluate Heterogeneous Graph Neural Network | Feb 18, 2022 | Graph Neural Network | CodeCode Available | 1 |
| GNN-Surrogate: A Hierarchical and Adaptive Graph Neural Network for Parameter Space Exploration of Unstructured-Mesh Ocean Simulations | Feb 18, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning | Feb 17, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning | Feb 17, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Instance-wise algorithm configuration with graph neural networks | Feb 10, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Network for Cell Tracking in Microscopy Videos | Feb 9, 2022 | 3D Multi-Object TrackingCell Tracking | CodeCode Available | 1 |
| Large-scale Personalized Video Game Recommendation via Social-aware Contextualized Graph Neural Network | Feb 7, 2022 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization | Jan 29, 2022 | Graph Neural NetworkIndoor Localization | CodeCode Available | 1 |
| Neural Approximation of Graph Topological Features | Jan 28, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs | Jan 25, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| Trustworthy Knowledge Graph Completion Based on Multi-sourced Noisy Data | Jan 21, 2022 | Graph Neural NetworkKnowledge Graph Completion | CodeCode Available | 1 |
| LOSTIN: Logic Optimization via Spatio-Temporal Information with Hybrid Graph Models | Jan 20, 2022 | Graph Neural Network | CodeCode Available | 1 |
| GenGNN: A Generic FPGA Framework for Graph Neural Network Acceleration | Jan 20, 2022 | CPUDrug Discovery | CodeCode Available | 1 |
| Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting | Jan 13, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Structure and position-aware graph neural network for airway labeling | Jan 12, 2022 | Graph Neural NetworkPosition | CodeCode Available | 1 |
| State Estimation in Electric Power Systems Leveraging Graph Neural Networks | Jan 11, 2022 | Graph Neural NetworkState Estimation | CodeCode Available | 1 |
| Disentangled Graph Neural Networks for Session-based Recommendation | Jan 10, 2022 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 1 |
| VGAER: Graph Neural Network Reconstruction based Community Detection | Jan 8, 2022 | Community DetectionDecoder | CodeCode Available | 1 |
| MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs | Jan 7, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data | Jan 3, 2022 | Graph Neural Networkregression | CodeCode Available | 1 |
| Financial time series forecasting with multi-modality graph neural network | Jan 1, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| 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 |
