| Duplicate Detection in a Knowledge Base with PIKA | Feb 1, 2022 | Graph Neural NetworkInformation Retrieval | —Unverified | 0 |
| MolNet: A Chemically Intuitive Graph Neural Network for Prediction of Molecular Properties | Feb 1, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Semi-supervised 3D Object Detection via Temporal Graph Neural Networks | Feb 1, 2022 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| MotifExplainer: a Motif-based Graph Neural Network Explainer | Feb 1, 2022 | Graph Neural Network | —Unverified | 0 |
| Graph-based Neural Acceleration for Nonnegative Matrix Factorization | Feb 1, 2022 | Graph Neural Network | —Unverified | 0 |
| An Exploratory Study of Stock Price Movements from Earnings Calls | Jan 31, 2022 | Graph Neural Network | —Unverified | 0 |
| Compositional Multi-Object Reinforcement Learning with Linear Relation Networks | Jan 31, 2022 | Graph Neural NetworkObject | —Unverified | 0 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| A Theoretical Comparison of Graph Neural Network Extensions | Jan 30, 2022 | Graph Neural Network | —Unverified | 0 |
| Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization | Jan 29, 2022 | Graph Neural NetworkIndoor Localization | CodeCode Available | 1 |
| Rewiring with Positional Encodings for Graph Neural Networks | Jan 29, 2022 | Graph Neural Network | —Unverified | 0 |
| Modeling Complex Dependencies for Session-based Recommendations via Graph Neural Networks | Jan 29, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Image Classification using Graph Neural Network and Multiscale Wavelet Superpixels | Jan 29, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| Neural Approximation of Graph Topological Features | Jan 28, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| RiskNet: Neural Risk Assessment in Networks of Unreliable Resources | Jan 28, 2022 | Graph Neural Network | —Unverified | 0 |
| FairEGM: Fair Link Prediction and Recommendation via Emulated Graph Modification | Jan 27, 2022 | FairnessGraph Neural Network | —Unverified | 0 |
| Causality and Correlation Graph Modeling for Effective and Explainable Session-based Recommendation | Jan 26, 2022 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| Semi-Supervised GCN for learning Molecular Structure-Activity Relationships | Jan 25, 2022 | Drug DesignGraph Neural Network | —Unverified | 0 |
| PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs | Jan 25, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations | Jan 24, 2022 | BenchmarkingDrug Discovery | CodeCode Available | 0 |
| Graph Neural Diffusion Networks for Semi-supervised Learning | Jan 24, 2022 | Graph Neural Network | CodeCode Available | 0 |
| HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting | Jan 22, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Chinese Word Segmentation with Heterogeneous Graph Neural Network | Jan 22, 2022 | Chinese Word SegmentationGraph Neural Network | —Unverified | 0 |
| Learning Two-Step Hybrid Policy for Graph-Based Interpretable Reinforcement Learning | Jan 21, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
