| Simplifying Clustering with Graph Neural Networks | Jul 18, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search | Jul 13, 2022 | feature selectionGraph Classification | CodeCode Available | 1 |
| The Cosmic Graph: Optimal Information Extraction from Large-Scale Structure using Catalogues | Jul 11, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| Simple and Efficient Heterogeneous Graph Neural Network | Jul 6, 2022 | Graph Neural NetworkHeterogeneous Node Classification | CodeCode Available | 1 |
| State-Augmented Learnable Algorithms for Resource Management in Wireless Networks | Jul 5, 2022 | Graph Neural NetworkManagement | CodeCode Available | 1 |
| Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | Jul 1, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Trajectory Forecasting on Temporal Graphs | Jul 1, 2022 | Graph Neural NetworkMotion Forecasting | CodeCode Available | 1 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jul 1, 2022 | Articlescoreference-resolution | CodeCode Available | 1 |
| Transforming PageRank into an Infinite-Depth Graph Neural Network | Jul 1, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting | Jun 28, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| Learning to Control Local Search for Combinatorial Optimization | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Image Aesthetics Assessment Using Graph Attention Network | Jun 26, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Towards Representation Alignment and Uniformity in Collaborative Filtering | Jun 26, 2022 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| RetroGraph: Retrosynthetic Planning with Graph Search | Jun 23, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Agent-based Graph Neural Networks | Jun 22, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Network Aided MU-MIMO Detectors | Jun 19, 2022 | Graph Neural Network | CodeCode Available | 1 |
| NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search | Jun 18, 2022 | BenchmarkingGraph Neural Network | CodeCode Available | 1 |
| Sheaf Neural Networks with Connection Laplacians | Jun 17, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Time Interval-enhanced Graph Neural Network for Shared-account Cross-domain Sequential Recommendation | Jun 16, 2022 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Soft-mask: Adaptive Substructure Extractions for Graph Neural Networks | Jun 11, 2022 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Diffusion probabilistic modeling of protein backbones in 3D for the motif-scaffolding problem | Jun 8, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Improving Fairness in Graph Neural Networks via Mitigating Sensitive Attribute Leakage | Jun 7, 2022 | AttributeFairness | CodeCode Available | 1 |