| Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction | Jun 3, 2021 | AllDocument-level Relation Extraction | CodeCode Available | 1 |
| Convergent Graph Solvers | Jun 3, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| An Extendible, Graph-Neural-Network-Based Approach for Accurate Force Field Development of Large Flexible Organic Molecules | Jun 2, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning to schedule job-shop problems: Representation and policy learning using graph neural network and reinforcement learning | Jun 2, 2021 | Decision MakingGraph Neural Network | —Unverified | 0 |
| Structural Realization with GGNNs | Jun 1, 2021 | Graph Neural NetworkLanguage Modelling | —Unverified | 0 |
| Breadth First Reasoning Graph for Multi-hop Question Answering | Jun 1, 2021 | Graph Neural NetworkMulti-hop Question Answering | —Unverified | 0 |
| KGPool: Dynamic Knowledge Graph Context Selection for Relation Extraction | Jun 1, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| SN-Graph: a Minimalist 3D Object Representation for Classification | May 31, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| The Role of Entropy in Guiding a Connection Prover | May 31, 2021 | Automated Theorem ProvingDecision Making | —Unverified | 0 |
| DAGNN: Demand-aware Graph Neural Networks for Session-based Recommendation | May 30, 2021 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| Generating Adversarial Examples with Graph Neural Networks | May 30, 2021 | Graph Neural Network | —Unverified | 0 |
| Relational Graph Neural Network Design via Progressive Neural Architecture Search | May 30, 2021 | Graph Neural NetworkNeural Architecture Search | —Unverified | 0 |
| Hashing-Accelerated Graph Neural Networks for Link Prediction | May 29, 2021 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| GINA: Neural Relational Inference From Independent Snapshots | May 29, 2021 | Graph Neural Network | —Unverified | 0 |
| Relation Matters in Sampling: A Scalable Multi-Relational Graph Neural Network for Drug-Drug Interaction Prediction | May 28, 2021 | Graph Neural NetworkRelation | —Unverified | 0 |
| Neural Enhanced Belief Propagation for Cooperative Localization | May 27, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Motif Prediction with Graph Neural Networks | May 26, 2021 | Graph MiningGraph Neural Network | —Unverified | 0 |
| Local, global and scale-dependent node roles | May 26, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Boosting-GNN: Boosting Algorithm for Graph Networks on Imbalanced Node Classification | May 25, 2021 | Ensemble LearningGraph Neural Network | —Unverified | 0 |
| GraphFM: Graph Factorization Machines for Feature Interaction Modeling | May 25, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Graph Neural Network Based VC Investment Success Prediction | May 25, 2021 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Heterogeneous Graph Representation Learning with Relation Awareness | May 24, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Cross-lingual Text Classification with Heterogeneous Graph Neural Network | May 24, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads | May 24, 2021 | CPUGPU | CodeCode Available | 1 |
| TestRank: Bringing Order into Unlabeled Test Instances for Deep Learning Tasks | May 21, 2021 | Graph Neural Networkimage-classification | —Unverified | 0 |
| Distance-Enhanced Graph Neural Network for Link Prediction | May 20, 2021 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Superpixel-based Knowledge Infusion in Deep Neural Networks for Image Classification | May 20, 2021 | Face RecognitionGraph Neural Network | CodeCode Available | 1 |
| Combining GCN and Transformer for Chinese Grammatical Error Detection | May 19, 2021 | Grammatical Error DetectionGraph Neural Network | —Unverified | 0 |
| Graph Sanitation with Application to Node Classification | May 19, 2021 | Anomaly DetectionBilevel Optimization | —Unverified | 0 |
| Self-supervised Heterogeneous Graph Neural Network with Co-contrastive Learning | May 19, 2021 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| StackVAE-G: An efficient and interpretable model for time series anomaly detection | May 18, 2021 | Anomaly DetectionGraph Learning | CodeCode Available | 0 |
| Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection | May 18, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Zorro: Valid, Sparse, and Stable Explanations in Graph Neural Networks | May 18, 2021 | AttributeExplanation Generation | CodeCode Available | 1 |
| Improving Graph Neural Networks with Simple Architecture Design | May 17, 2021 | feature selectionGraph Neural Network | CodeCode Available | 1 |
| TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning | May 17, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Neighbourhood-guided Feature Reconstruction for Occluded Person Re-Identification | May 16, 2021 | Graph Neural NetworkOccluded Person Re-Identification | —Unverified | 0 |
| Interpretable Drug Synergy Prediction with Graph Neural Networks for Human-AI Collaboration in Healthcare | May 14, 2021 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Learning Unknown from Correlations: Graph Neural Network for Inter-novel-protein Interaction Prediction | May 14, 2021 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network | May 13, 2021 | Cross-Domain Named Entity RecognitionGraph Neural Network | —Unverified | 0 |
| VSR: A Unified Framework for Document Layout Analysis combining Vision, Semantics and Relations | May 13, 2021 | Document Layout AnalysisGraph Neural Network | —Unverified | 0 |
| A Graph Neural Network Approach for Product Relationship Prediction | May 12, 2021 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Improving Molecular Graph Neural Network Explainability with Orthonormalization and Induced Sparsity | May 11, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction | May 8, 2021 | Graph Neural NetworkJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Hierarchical Graph Neural Networks | May 7, 2021 | Graph Neural NetworkNetwork Embedding | —Unverified | 0 |
| Graph-based Multilingual Product Retrieval in E-commerce Search | May 6, 2021 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Brain Multigraph Prediction using Topology-Aware Adversarial Graph Neural Network | May 6, 2021 | Generative Adversarial NetworkGraph Generation | CodeCode Available | 0 |
| TANGO: Commonsense Generalization in Predicting Tool Interactions for Mobile Manipulators | May 5, 2021 | Graph Neural Network | CodeCode Available | 0 |
| LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface | May 5, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Scalable Graph Neural Network Training: The Case for Sampling | May 5, 2021 | Graph Neural Network | —Unverified | 0 |
| VersaGNN: a Versatile accelerator for Graph neural networks | May 4, 2021 | CPUGPU | —Unverified | 0 |
