| Towards Representation Identical Privacy-Preserving Graph Neural Network via Split Learning | Jul 13, 2021 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Generalization of graph network inferences in higher-order graphical models | Jul 12, 2021 | Graph Neural NetworkOut-of-Distribution Generalization | —Unverified | 0 |
| Group-Node Attention for Community Evolution Prediction | Jul 9, 2021 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Classifying Component Function in Product Assemblies with Graph Neural Networks | Jul 8, 2021 | Graph Neural Network | —Unverified | 0 |
| EchoEA: Echo Information between Entities and Relations for Entity Alignment | Jul 7, 2021 | AttributeEntity Alignment | CodeCode Available | 0 |
| PPGN: Physics-Preserved Graph Networks for Real-Time Fault Location in Distribution Systems with Limited Observation and Labels | Jul 5, 2021 | Graph EmbeddingGraph Learning | —Unverified | 0 |
| Learning Hierarchical Graph Neural Networks for Image Clustering | Jul 3, 2021 | ClusteringFace Clustering | CodeCode Available | 0 |
| Exploiting Positional Information for Session-based Recommendation | Jul 2, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Online Multi-Agent Forecasting with Interpretable Collaborative Graph Neural Network | Jul 2, 2021 | Graph Neural NetworkHuman motion prediction | —Unverified | 0 |
| Exploiting Cross-Session Information for Session-based Recommendation with Graph Neural Networks | Jul 2, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Curvature Graph Neural Network | Jun 30, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning | Jun 30, 2021 | Graph AttentionGraph Learning | —Unverified | 0 |
| Dual GNNs: Graph Neural Network Learning with Limited Supervision | Jun 29, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| On Graph Neural Network Ensembles for Large-Scale Molecular Property Prediction | Jun 29, 2021 | Active LearningGraph Neural Network | CodeCode Available | 0 |
| DeepGD: A Deep Learning Framework for Graph Drawing Using GNN | Jun 27, 2021 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Deep Learning for Technical Document Classification | Jun 27, 2021 | ClassificationDecision Making | —Unverified | 0 |
| Efficient Document Image Classification Using Region-Based Graph Neural Network | Jun 25, 2021 | ClassificationDocument Classification | —Unverified | 0 |
| Privileged Zero-Shot AutoML | Jun 25, 2021 | AutoMLBIG-bench Machine Learning | —Unverified | 0 |
| VEGN: Variant Effect Prediction with Graph Neural Networks | Jun 25, 2021 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Reliable Graph Neural Network Explanations Through Adversarial Training | Jun 25, 2021 | Graph Neural Network | —Unverified | 0 |
| To the Point: Efficient 3D Object Detection in the Range Image with Graph Convolution Kernels | Jun 25, 2021 | 3D Object DetectionGraph Neural Network | —Unverified | 0 |
| Fea2Fea: Exploring Structural Feature Correlations via Graph Neural Networks | Jun 24, 2021 | Feature CorrelationGraph Classification | CodeCode Available | 0 |
| MatchVIE: Exploiting Match Relevancy between Entities for Visual Information Extraction | Jun 24, 2021 | Graph Neural Network | —Unverified | 0 |
| GraphConfRec: A Graph Neural Network-Based Conference Recommender System | Jun 23, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 0 |
| A Vertical Federated Learning Framework for Graph Convolutional Network | Jun 22, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| Customizing Graph Neural Networks using Path Reweighting | Jun 21, 2021 | Data AugmentationGraph Attention | CodeCode Available | 0 |
| Scene Essence | Jun 19, 2021 | Graph Neural NetworkScene Recognition | —Unverified | 0 |
| Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation | Jun 19, 2021 | Few-Shot Semantic SegmentationGraph Neural Network | CodeCode Available | 0 |
| End-to-End Rotation Averaging With Multi-Source Propagation | Jun 19, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection | Jun 18, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| RLC-GNN: An Improved Deep Architecture for Spatial-Based Graph Neural Network with Application to Fraud Detection | Jun 18, 2021 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals | Jun 16, 2021 | channel selectionEEG | —Unverified | 0 |
| Adaptive Visibility Graph Neural Network and It's Application in Modulation Classification | Jun 16, 2021 | AvgGraph Neural Network | —Unverified | 0 |
| Machine Learning Implicit Solvation for Molecular Dynamics | Jun 14, 2021 | BIG-bench Machine LearningDrug Design | —Unverified | 0 |
| Solving Graph-based Public Good Games with Tree Search and Imitation Learning | Jun 12, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| DIGRAC: Digraph Clustering Based on Flow Imbalance | Jun 9, 2021 | ClusteringGraph Clustering | CodeCode Available | 0 |
| Simulating Continuum Mechanics with Multi-Scale Graph Neural Networks | Jun 9, 2021 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Principled Hyperedge Prediction with Structural Spectral Features and Neural Networks | Jun 8, 2021 | Graph Neural NetworkHyperedge Prediction | —Unverified | 0 |
| Learning to Guide a Saturation-Based Theorem Prover | Jun 7, 2021 | Automated Theorem ProvingGraph Neural Network | —Unverified | 0 |
| Time-Series Graph Network for Sea Surface Temperature Prediction | Jun 7, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Learning Dynamics via Graph Neural Networks for Human Pose Estimation and Tracking | Jun 7, 2021 | Graph Neural NetworkMulti-Person Pose Estimation | —Unverified | 0 |
| Graph Belief Propagation Networks | Jun 6, 2021 | ClassificationGraph Neural Network | CodeCode Available | 0 |
| Graph2Graph Learning with Conditional Autoregressive Models | Jun 6, 2021 | Graph ClassificationGraph Learning | —Unverified | 0 |
| DAMSL: Domain Agnostic Meta Score-based Learning | Jun 6, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Spectral Temporal Graph Neural Network for Trajectory Prediction | Jun 5, 2021 | Autonomous VehiclesGraph Neural Network | —Unverified | 0 |
| Heterogeneous Graph Neural Network via Attribute Completion | Jun 3, 2021 | AttributeGraph Learning | —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 |
| 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 |
| 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 |