| 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 |
