| Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling | Nov 20, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Multi-task Learning for Sparse Traffic Forecasting | Nov 18, 2022 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| DGRec: Graph Neural Network for Recommendation with Diversified Embedding Generation | Nov 18, 2022 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| NSNet: A General Neural Probabilistic Framework for Satisfiability Problems | Nov 7, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Geometry-Complete Perceptron Networks for 3D Molecular Graphs | Nov 4, 2022 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 |
| Materials Property Prediction with Uncertainty Quantification: A Benchmark Study | Nov 4, 2022 | Active LearningBand Gap | CodeCode Available | 1 |
| Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation | Nov 3, 2022 | Collision AvoidanceGraph Neural Network | CodeCode Available | 1 |
| Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks | Nov 1, 2022 | Data AugmentationGraph Neural Network | CodeCode Available | 1 |
| Search to Pass Messages for Temporal Knowledge Graph Completion | Oct 30, 2022 | Graph Neural NetworkKnowledge Graph Completion | CodeCode Available | 1 |
| Learning to Compare Nodes in Branch and Bound with Graph Neural Networks | Oct 30, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Physics-aware Graph Neural Network for Accurate RNA 3D Structure Prediction | Oct 28, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Teal: Learning-Accelerated Optimization of WAN Traffic Engineering | Oct 25, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| DAGAD: Data Augmentation for Graph Anomaly Detection | Oct 18, 2022 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural Networks | Oct 17, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| MGNNI: Multiscale Graph Neural Networks with Implicit Layers | Oct 15, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 |
| A General Learning Framework for Open Ad Hoc Teamwork Using Graph-based Policy Learning | Oct 11, 2022 | Graph Neural Network | CodeCode Available | 1 |
| GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation | Oct 8, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Kernel-based Substructure Exploration for Next POI Recommendation | Oct 8, 2022 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Geodesic Graph Neural Network for Efficient Graph Representation Learning | Oct 6, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering | Oct 6, 2022 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 |
| Inability of a graph neural network heuristic to outperform greedy algorithms in solving combinatorial optimization problems like Max-Cut | Oct 2, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Graph Neural Network for Privacy-Preserving Recommendation | Oct 2, 2022 | Graph Neural NetworkPrivacy Preserving | CodeCode Available | 1 |
