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| MolNet: A Chemically Intuitive Graph Neural Network for Prediction of Molecular Properties | Feb 1, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Graph-based Neural Acceleration for Nonnegative Matrix Factorization | Feb 1, 2022 | Graph Neural Network | —Unverified | 0 |
| Duplicate Detection in a Knowledge Base with PIKA | Feb 1, 2022 | Graph Neural NetworkInformation Retrieval | —Unverified | 0 |
| MotifExplainer: a Motif-based Graph Neural Network Explainer | Feb 1, 2022 | Graph Neural Network | —Unverified | 0 |
| Semi-supervised 3D Object Detection via Temporal Graph Neural Networks | Feb 1, 2022 | 3D Object DetectionAutonomous Driving | —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 |
| A Theoretical Comparison of Graph Neural Network Extensions | Jan 30, 2022 | Graph Neural Network | —Unverified | 0 |
| Image Classification using Graph Neural Network and Multiscale Wavelet Superpixels | Jan 29, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| 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 |
| 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 |
| 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 |
| Chinese Word Segmentation with Heterogeneous Graph Neural Network | Jan 22, 2022 | Chinese Word SegmentationGraph Neural Network | —Unverified | 0 |
| HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting | Jan 22, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Learning Two-Step Hybrid Policy for Graph-Based Interpretable Reinforcement Learning | Jan 21, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Prediction of the electron density of states for crystalline compounds with Atomistic Line Graph Neural Networks (ALIGNN) | Jan 20, 2022 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Artificial Intelligence Powered Material Search Engine | Jan 19, 2022 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network-based Android Malware Classification with Jumping Knowledge | Jan 19, 2022 | Android Malware DetectionGraph Neural Network | —Unverified | 0 |
| A Short Tutorial on The Weisfeiler-Lehman Test And Its Variants | Jan 18, 2022 | Graph Neural Network | —Unverified | 0 |
| GREENER: Graph Neural Networks for News Media Profiling | Jan 16, 2022 | ArticlesFake News Detection | —Unverified | 0 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jan 16, 2022 | Articlescoreference-resolution | —Unverified | 0 |
| Extractive Text Summarization with Latent Topics using Heterogeneous Graph Neural Network | Jan 16, 2022 | Extractive Text SummarizationGraph Neural Network | —Unverified | 0 |
| An Exploitation of Heterogeneous Graph Neural Network for Extractive Long Document Summarization | Jan 16, 2022 | Document SummarizationExtractive Document Summarization | —Unverified | 0 |
| Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | Jan 16, 2022 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| GraphCache: Message Passing as Caching for Sentence-Level Relation Extraction | Jan 16, 2022 | Graph Neural NetworkRelation | —Unverified | 0 |
| Dynamic Relevance Graph Network for Knowledge-Aware Question Answering | Jan 16, 2022 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| Edge-based Tensor prediction via graph neural networks | Jan 15, 2022 | Band GapFormation Energy | —Unverified | 0 |
| Structure Enhanced Graph Neural Networks for Link Prediction | Jan 14, 2022 | Graph Neural NetworkLink Prediction | —Unverified | 0 |
| Towards Quantum Graph Neural Networks: An Ego-Graph Learning Approach | Jan 13, 2022 | BIG-bench Machine LearningGraph Learning | —Unverified | 0 |
| Quasi-Framelets: Robust Graph Neural Networks via Adaptive Framelet Convolution | Jan 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Cross-view Self-Supervised Learning on Heterogeneous Graph Neural Network via Bootstrapping | Jan 10, 2022 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| Neuroplastic graph attention networks for nuclei segmentation in histopathology images | Jan 10, 2022 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Better Modeling the Programming World with Code Concept Graphs-augmented Multi-modal Learning | Jan 10, 2022 | Code SearchGraph Neural Network | —Unverified | 0 |
| Planted Dense Subgraphs in Dense Random Graphs Can Be Recovered using Graph-based Machine Learning | Jan 5, 2022 | Graph Neural NetworkPAC learning | CodeCode Available | 0 |
| Multi-Robot Collaborative Perception with Graph Neural Networks | Jan 5, 2022 | Decision MakingDepth Estimation | —Unverified | 0 |
| Graph Neural Networks for Double-Strand DNA Breaks Prediction | Jan 4, 2022 | Graph Neural Network | —Unverified | 0 |
| Sparse-Dyn: Sparse Dynamic Graph Multi-representation Learning via Event-based Sparse Temporal Attention Network | Jan 4, 2022 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Graph Decipher: A transparent dual-attention graph neural network to understand the message-passing mechanism for the node classification | Jan 4, 2022 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Neural combinatorial optimization beyond the TSP: Existing architectures under-represent graph structure | Jan 3, 2022 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Two-level Graph Neural Network | Jan 3, 2022 | Graph Neural NetworkSubgraph Counting | —Unverified | 0 |
| A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems | Jan 3, 2022 | ClusteringGraph Neural Network | CodeCode Available | 0 |
| LTP: Lane-Based Trajectory Prediction for Autonomous Driving | Jan 1, 2022 | Autonomous DrivingDiversity | —Unverified | 0 |
| Temporal aware Multi-Interest Graph Neural Network For Session-based Recommendation | Dec 31, 2021 | Graph Neural NetworkRelation | —Unverified | 0 |
| Intention Adaptive Graph Neural Network for Category-aware Session-based Recommendation | Dec 31, 2021 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 0 |