| Few-Shot Graph Learning for Molecular Property Prediction | Feb 16, 2021 | AttributeDrug Discovery | CodeCode Available | 1 |
| Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks | Feb 16, 2021 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levels | Feb 13, 2021 | Graph Neural NetworkMulti-Task Learning | —Unverified | 0 |
| SCOUT: Socially-COnsistent and UndersTandable Graph Attention Network for Trajectory Prediction of Vehicles and VRUs | Feb 12, 2021 | Autonomous VehiclesGraph Attention | —Unverified | 0 |
| Large Scale Distributed Collaborative Unlabeled Motion Planning with Graph Policy Gradients | Feb 11, 2021 | Graph Neural NetworkMotion Planning | —Unverified | 0 |
| FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation | Feb 9, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| ParaVS: A Simple, Fast, Efficient and Flexible Graph Neural Network Framework for Structure-Based Virtual Screening | Feb 8, 2021 | Drug DesignGraph Neural Network | —Unverified | 0 |
| Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations | Feb 8, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web Data | Feb 8, 2021 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| Graph Neural Network to Dilute Outliers for Refactoring Monolith Application | Feb 7, 2021 | ClusteringGraph Neural Network | CodeCode Available | 0 |
| Improving Accuracy and Diversity in Matching of Recommendation with Diversified Preference Network | Feb 7, 2021 | DiversityGraph Attention | —Unverified | 0 |
| Wasserstein Graph Neural Networks for Graphs with Missing Attributes | Feb 6, 2021 | AttributeGraph Neural Network | —Unverified | 0 |
| Self-Supervised Deep Graph Embedding with High-Order Information Fusion for Community Discovery | Feb 5, 2021 | AttributeData Augmentation | —Unverified | 0 |
| Noise-robust classification with hypergraph neural network | Feb 3, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Object and Relation Centric Representations for Push Effect Prediction | Feb 3, 2021 | Graph Neural NetworkObject | —Unverified | 0 |
| [Re] Parameterized Explainer for Graph Neural Network | Jan 31, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks to Predict Customer Satisfaction Following Interactions with a Corporate Call Center | Jan 31, 2021 | Graph Neural NetworkSpeech-to-Text | —Unverified | 0 |
| BridgeDPI: A Novel Graph Neural Network for Predicting Drug-Protein Interactions | Jan 29, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 0 |
| Embedding Symbolic Temporal Knowledge into Deep Sequential Models | Jan 28, 2021 | Action RecognitionActivity Recognition | —Unverified | 0 |
| Graph Neural Network for Traffic Forecasting: A Survey | Jan 27, 2021 | Demand ForecastingGraph Attention | CodeCode Available | 1 |
| Adversarial Active Learning based Heterogeneous Graph Neural Network for Fake News Detection | Jan 27, 2021 | Active LearningArticles | —Unverified | 0 |
| Calibrating and Improving Graph Contrastive Learning | Jan 27, 2021 | Contrastive LearningGraph Clustering | CodeCode Available | 0 |
| Learning Parametrised Graph Shift Operators | Jan 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Learn from Concepts: Towards the Purified Memory for Few-shot Learning | Jan 23, 2021 | Few-Shot LearningGraph Neural Network | —Unverified | 0 |
| Knowledge-Preserving Incremental Social Event Detection via Heterogeneous GNNs | Jan 21, 2021 | Event DetectionFeature Engineering | CodeCode Available | 1 |
| SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism | Jan 20, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses | Jan 20, 2021 | CPUGPU | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| Dynamic Planning of Bicycle Stations in Dockless Public Bicycle-sharing System Using Gated Graph Neural Network | Jan 19, 2021 | ClusteringGraph Neural Network | —Unverified | 0 |
| Solving QSAT problems with neural MCTS | Jan 17, 2021 | Board GamesGraph Neural Network | —Unverified | 0 |
| Heterogeneous Similarity Graph Neural Network on Electronic Health Records | Jan 17, 2021 | Graph Neural Network | —Unverified | 0 |
| TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored Search | Jan 15, 2021 | Graph Neural NetworkNatural Language Understanding | CodeCode Available | 1 |
| BiGCN: A Bi-directional Low-Pass Filtering Graph Neural Network | Jan 14, 2021 | DenoisingGraph Neural Network | —Unverified | 0 |
| Label Contrastive Coding based Graph Neural Network for Graph Classification | Jan 14, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| HighAir: A Hierarchical Graph Neural Network-Based Air Quality Forecasting Method | Jan 12, 2021 | DecoderGraph Neural Network | CodeCode Available | 1 |
| TrackMPNN: A Message Passing Graph Neural Architecture for Multi-Object Tracking | Jan 11, 2021 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| BERT-GT: Cross-sentence n-ary relation extraction with BERT and Graph Transformer | Jan 11, 2021 | BenchmarkingBinary Relation Extraction | —Unverified | 0 |
| ADiag: Graph Neural Network Based Diagnosis of Alzheimer's Disease | Jan 8, 2021 | DiagnosticGraph Neural Network | —Unverified | 0 |
| Safety-Oriented Pedestrian Motion and Scene Occupancy Forecasting | Jan 7, 2021 | Graph Neural NetworkMotion Forecasting | —Unverified | 0 |
| Node2Seq: Towards Trainable Convolutions in Graph Neural Networks | Jan 6, 2021 | Graph Neural Network | —Unverified | 0 |
| Contrastive Learning for Recommender System | Jan 5, 2021 | Collaborative FilteringContrastive Learning | —Unverified | 0 |
| CRSLab: An Open-Source Toolkit for Building Conversational Recommender System | Jan 4, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Representation Learning of Reconstructed Graphs Using Random Walk Graph Convolutional Network | Jan 2, 2021 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Analysing the Update step in Graph Neural Networks via Sparsification | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning to Search for Fast Maximum Common Subgraph Detection | Jan 1, 2021 | Cloud ComputingDrug Design | —Unverified | 0 |
| ForceNet: A Graph Neural Network for Large-Scale Quantum Chemistry Simulation | Jan 1, 2021 | Atomic ForcesGraph Neural Network | —Unverified | 0 |
| Differentiable Graph Optimization for Neural Architecture Search | Jan 1, 2021 | Bayesian OptimizationGraph Neural Network | —Unverified | 0 |
| Iterated graph neural network system | Jan 1, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Graph Neural Network Acceleration via Matrix Dimension Reduction | Jan 1, 2021 | Dimensionality ReductionGraph Neural Network | —Unverified | 0 |