| threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning | Nov 8, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Recognizing Vector Graphics without Rasterization | Nov 5, 2021 | Graph Neural Networkobject-detection | CodeCode Available | 1 |
| Manipulation of Granular Materials by Learning Particle Interactions | Nov 3, 2021 | Graph Neural NetworkSand | CodeCode Available | 1 |
| Power Flow Balancing with Decentralized Graph Neural Networks | Nov 3, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs | Nov 1, 2021 | Entity AlignmentGraph Neural Network | CodeCode Available | 1 |
| Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification | Oct 30, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| MOOMIN: Deep Molecular Omics Network for Anti-Cancer Drug Combination Therapy | Oct 28, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Heterogeneous Temporal Graph Neural Network | Oct 26, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Nested Graph Neural Networks | Oct 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification | Oct 22, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection | Oct 14, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 |
| SSSNET: Semi-Supervised Signed Network Clustering | Oct 13, 2021 | Cloud RemovalClustering | CodeCode Available | 1 |
| SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in Breast Cancer | Oct 12, 2021 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Graph Neural Network Guided Local Search for the Traveling Salesperson Problem | Oct 11, 2021 | Graph Neural Network | CodeCode Available | 1 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 |
| Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave Functions | Oct 11, 2021 | Graph Neural NetworkVariational Monte Carlo | CodeCode Available | 1 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design | Oct 9, 2021 | Graph Neural NetworkProtein Design | CodeCode Available | 1 |
| Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach | Oct 9, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Knowledge-aware Coupled Graph Neural Network for Social Recommendation | Oct 8, 2021 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| Social Recommendation with Self-Supervised Metagraph Informax Network | Oct 8, 2021 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation | Oct 8, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
