| Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification | Apr 1, 2021 | Fact VerificationGraph Neural Network | —Unverified | 0 |
| Qubit Routing using Graph Neural Network aided Monte Carlo Tree Search | Apr 1, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation | Apr 1, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network | Mar 31, 2021 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks | Mar 31, 2021 | Code Documentation GenerationCode Summarization | CodeCode Available | 0 |
| E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT | Mar 30, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Graph Classification by Mixture of Diverse Experts | Mar 29, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Unified Graph Structured Models for Video Understanding | Mar 29, 2021 | Action DetectionGraph Classification | —Unverified | 0 |
| Context-aware short-term interest first model for session-based recommendation | Mar 29, 2021 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| Context Modeling in 3D Human Pose Estimation: A Unified Perspective | Mar 29, 2021 | 3D Human Pose EstimationGraph Neural Network | CodeCode Available | 1 |
| Joint User Association and Power Allocation in Heterogeneous Ultra Dense Network via Semi-Supervised Representation Learning | Mar 29, 2021 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| InsertGNN: Can Graph Neural Networks Outperform Humans in TOEFL Sentence Insertion Problem? | Mar 28, 2021 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| Self-supervised Graph Neural Networks without explicit negative sampling | Mar 27, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| SceneGraphFusion: Incremental 3D Scene Graph Prediction from RGB-D Sequences | Mar 27, 2021 | 3D Object Classification3d scene graph generation | CodeCode Available | 1 |
| Preserve, Promote, or Attack? GNN Explanation via Topology Perturbation | Mar 25, 2021 | Graph Neural Networkimage-classification | —Unverified | 0 |
| deGraphCS: Embedding Variable-based Flow Graph for Neural Code Search | Mar 24, 2021 | Code SearchGraph Neural Network | CodeCode Available | 1 |
| ModGNN: Expert Policy Approximation in Multi-Agent Systems with a Modular Graph Neural Network Architecture | Mar 24, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Complex Factoid Question Answering with a Free-Text Knowledge Graph | Mar 23, 2021 | Graph Neural NetworkGraph Question Answering | —Unverified | 0 |
| GraphDIVE: Graph Classification by Mixture of Diverse Experts | Mar 21, 2021 | ClassificationGraph Classification | CodeCode Available | 0 |
| MARS: Markov Molecular Sampling for Multi-objective Drug Discovery | Mar 18, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 0 |
| Dual Side Deep Context-aware Modulation for Social Recommendation | Mar 16, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Mention-centered Graph Neural Network for Document-level Relation Extraction | Mar 15, 2021 | Document-level Relation ExtractionGraph Neural Network | —Unverified | 0 |
| R-GSN: The Relation-based Graph Similar Network for Heterogeneous Graph | Mar 14, 2021 | Graph Neural NetworkRelation | CodeCode Available | 0 |
| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Heterogeneous Information Network-based Interest Composition with Graph Neural Network for Recommendation | Mar 11, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning | Mar 11, 2021 | DiversityGraph Embedding | —Unverified | 0 |
| Holistic 3D Scene Understanding from a Single Image with Implicit Representation | Mar 11, 2021 | 3D Object Detection3D Shape Reconstruction | CodeCode Available | 1 |
| Improving Sequential Recommendation with Attribute-augmented Graph Neural Networks | Mar 10, 2021 | AttributeGraph Neural Network | —Unverified | 0 |
| Learning Graph Neural Networks with Positive and Unlabeled Nodes | Mar 8, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| NF-GNN: Network Flow Graph Neural Networks for Malware Detection and Classification | Mar 5, 2021 | General ClassificationGraph Neural Network | —Unverified | 0 |
| Fast Interactive Video Object Segmentation with Graph Neural Networks | Mar 5, 2021 | Graph Neural NetworkInteractive Video Object Segmentation | CodeCode Available | 0 |
| Recurrent Graph Neural Network Algorithm for Unsupervised Network Community Detection | Mar 3, 2021 | Community DetectionGraph Neural Network | CodeCode Available | 0 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Deep Learning strategies for ProtoDUNE raw data denoising | Mar 2, 2021 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 |
| ForceNet: A Graph Neural Network for Large-Scale Quantum Calculations | Mar 2, 2021 | Atomic ForcesComputational Efficiency | —Unverified | 0 |
| Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning | Mar 1, 2021 | Auxiliary LearningGraph Neural Network | CodeCode Available | 1 |
| A Biased Graph Neural Network Sampler with Near-Optimal Regret | Mar 1, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Learning Symbolic Operators for Task and Motion Planning | Feb 28, 2021 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning | Feb 27, 2021 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Efficient and Interpretable Robot Manipulation with Graph Neural Networks | Feb 25, 2021 | Decision MakingGraph Neural Network | —Unverified | 0 |
| TELESTO: A Graph Neural Network Model for Anomaly Classification in Cloud Services | Feb 25, 2021 | Anomaly ClassificationClassification | —Unverified | 0 |
| Pre-Training on Dynamic Graph Neural Networks | Feb 24, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 0 |
| Benchmarking Graph Neural Networks on Link Prediction | Feb 24, 2021 | BenchmarkingGraph Attention | —Unverified | 0 |
| Hierarchical Graph Representations in Digital Pathology | Feb 22, 2021 | Graph Neural NetworkPrognosis | CodeCode Available | 1 |
| Link Prediction with Persistent Homology: An Interactive View | Feb 20, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 |
| Learning Visual Models using a Knowledge Graph as a Trainer | Feb 17, 2021 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique | Feb 17, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Predicting Material Properties Using a 3D Graph Neural Network with Invariant Local Descriptors | Feb 16, 2021 | BIG-bench Machine LearningGraph Neural Network | —Unverified | 0 |
| IronMan: GNN-assisted Design Space Exploration in High-Level Synthesis via Reinforcement Learning | Feb 16, 2021 | Graph Neural NetworkHigh-Level Synthesis | —Unverified | 0 |
