| Single Image 3D Object Estimation with Primitive Graph Networks | Sep 9, 2021 | Graph Neural NetworkObject | CodeCode Available | 0 |
| Graphine: A Dataset for Graph-aware Terminology Definition Generation | Sep 9, 2021 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery | Sep 9, 2021 | Graph Neural NetworkInductive Learning | CodeCode Available | 1 |
| GNisi: A graph network for reconstructing Ising models from multivariate binarized data | Sep 9, 2021 | Graph Neural Network | —Unverified | 0 |
| X-GOAL: Multiplex Heterogeneous Graph Prototypical Contrastive Learning | Sep 8, 2021 | Contrastive LearningGraph Learning | —Unverified | 0 |
| Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer | Sep 7, 2021 | Graph Neural NetworkQuestion Answering | CodeCode Available | 0 |
| Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation | Sep 7, 2021 | Graph Neural NetworkVulnerability Detection | —Unverified | 0 |
| HMSG: Heterogeneous Graph Neural Network based on Metapath Subgraph Learning | Sep 7, 2021 | AttributeGraph Neural Network | —Unverified | 0 |
| Knowledge Graph Enhanced Event Extraction in Financial Documents | Sep 6, 2021 | Event ExtractionGraph Neural Network | —Unverified | 0 |
| Graph Attention Layer Evolves Semantic Segmentation for Road Pothole Detection: A Benchmark and Algorithms | Sep 6, 2021 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model | Sep 5, 2021 | Community DetectionGraph Embedding | CodeCode Available | 1 |
| Training Graph Neural Networks by Graphon Estimation | Sep 4, 2021 | Graph Neural NetworkGraphon Estimation | —Unverified | 0 |
| LG4AV: Combining Language Models and Graph Neural Networks for Author Verification | Sep 3, 2021 | Authorship VerificationGraph Neural Network | CodeCode Available | 0 |
| MutualGraphNet: A novel model for motor imagery classification | Sep 2, 2021 | ClassificationEEG | —Unverified | 0 |
| Sparsifying the Update Step in Graph Neural Networks | Sep 2, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Joint Graph Learning and Matching for Semantic Feature Correspondence | Sep 1, 2021 | Graph LearningGraph Matching | CodeCode Available | 0 |
| Heterogeneous Graph Neural Network with Multi-view Representation Learning | Aug 31, 2021 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| An FEA surrogate model with Boundary Oriented Graph Embedding approach | Aug 30, 2021 | Cantilever BeamDecision Making | CodeCode Available | 0 |
| Multiplex Graph Neural Network for Extractive Text Summarization | Aug 29, 2021 | Extractive Text SummarizationGraph Neural Network | —Unverified | 0 |
| Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting | Aug 27, 2021 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Reiterative Domain Aware Multi-Target Adaptation | Aug 26, 2021 | Domain AdaptationGraph Neural Network | —Unverified | 0 |
| Towards Self-Explainable Graph Neural Network | Aug 26, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Identity-aware Graph Memory Network for Action Detection | Aug 26, 2021 | Action DetectionGraph Neural Network | —Unverified | 0 |
| GNNSampler: Bridging the Gap between Sampling Algorithms of GNN and Hardware | Aug 26, 2021 | Graph Neural Network | CodeCode Available | 0 |
| TraverseNet: Unifying Space and Time in Message Passing for Traffic Forecasting | Aug 25, 2021 | AttributeGraph Neural Network | CodeCode Available | 1 |
| ETA Prediction with Graph Neural Networks in Google Maps | Aug 25, 2021 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Inductive Matrix Completion Using Graph Autoencoder | Aug 25, 2021 | Graph Neural NetworkMatrix Completion | CodeCode Available | 1 |
| Tree Decomposed Graph Neural Network | Aug 25, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Multiscale Spatio-Temporal Graph Neural Networks for 3D Skeleton-Based Motion Prediction | Aug 25, 2021 | DecoderGraph Neural Network | —Unverified | 0 |
| DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based Optimization | Aug 24, 2021 | DiversityGraph Neural Network | CodeCode Available | 1 |
| GrADE: A graph based data-driven solver for time-dependent nonlinear partial differential equations | Aug 24, 2021 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| ODAM: Object Detection, Association, and Mapping using Posed RGB Video | Aug 23, 2021 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 |
| TabGNN: Multiplex Graph Neural Network for Tabular Data Prediction | Aug 20, 2021 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Learning to Match Features with Seeded Graph Matching Network | Aug 19, 2021 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Blockchain Phishing Scam Detection via Multi-channel Graph Classification | Aug 19, 2021 | ClassificationGraph Classification | —Unverified | 0 |
| 3D Shapes Local Geometry Codes Learning with SDF | Aug 19, 2021 | 3D geometry3D Shape Reconstruction | —Unverified | 0 |
| Graph Contrastive Learning for Anomaly Detection | Aug 17, 2021 | Anomaly DetectionBinary Classification | CodeCode Available | 1 |
| When Product Search Meets Collaborative Filtering: A Hierarchical Heterogeneous Graph Neural Network Approach | Aug 17, 2021 | Collaborative FilteringGraph Neural Network | —Unverified | 0 |
| Scene Designer: a Unified Model for Scene Search and Synthesis from Sketch | Aug 16, 2021 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 |
| LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis | Aug 14, 2021 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Knowledge Graph Reasoning with Relational Digraph | Aug 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Towards Efficient Point Cloud Graph Neural Networks Through Architectural Simplification | Aug 13, 2021 | Graph Neural NetworkMixed Reality | —Unverified | 0 |
| Progressive Representative Labeling for Deep Semi-Supervised Learning | Aug 13, 2021 | Graph Neural Network | —Unverified | 0 |
| SR-HetGNN:Session-based Recommendation with Heterogeneous Graph Neural Network | Aug 12, 2021 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| Maximizing Influence with Graph Neural Networks | Aug 10, 2021 | Combinatorial OptimizationComputational Efficiency | —Unverified | 0 |
| MAF-GNN: Multi-adaptive Spatiotemporal-flow Graph Neural Network for Traffic Speed Forecasting | Aug 8, 2021 | Graph Neural Network | —Unverified | 0 |
| Recurrent Graph Neural Networks for Rumor Detection in Online Forums | Aug 8, 2021 | ArticlesGraph Neural Network | CodeCode Available | 1 |
| On the Difficulty of Generalizing Reinforcement Learning Framework for Combinatorial Optimization | Aug 8, 2021 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Missing Data Estimation in Temporal Multilayer Position-aware Graph Neural Network (TMP-GNN) | Aug 7, 2021 | AttributeGraph Neural Network | —Unverified | 0 |