| Heterogeneous Graph-Based Multimodal Brain Network Learning | Oct 16, 2021 | Disease PredictionGraph Neural Network | —Unverified | 0 |
| Deep Learning and Spectral Embedding for Graph Partitioning | Oct 16, 2021 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Learning Cooperation and Online Planning Through Simulation and Graph Convolutional Network | Oct 16, 2021 | Behavioural cloningDecision Making | —Unverified | 0 |
| Simultaneous Missing Value Imputation and Structure Learning with Groups | Oct 15, 2021 | Causal DiscoveryGraph Neural Network | —Unverified | 0 |
| DPGNN: Dual-Perception Graph Neural Network for Representation Learning | Oct 15, 2021 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| 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 |
| SSSNET: Semi-Supervised Signed Network Clustering | Oct 13, 2021 | Cloud RemovalClustering | CodeCode Available | 1 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 |
| SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in Breast Cancer | Oct 12, 2021 | Decision MakingDiagnostic | 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 |
| 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 |
| An In-depth Summary of Recent Artificial Intelligence Applications in Drug Design | Oct 10, 2021 | Drug DesignGenerative Adversarial Network | —Unverified | 0 |
| 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 |
| KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering | Oct 8, 2021 | Answer GenerationDecoder | —Unverified | 0 |
| Knowledge-aware Coupled Graph Neural Network for Social Recommendation | Oct 8, 2021 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| Maximize the Exploration of Congeneric Semantics for Weakly Supervised Semantic Segmentation | Oct 8, 2021 | Graph Neural NetworkSegmentation | —Unverified | 0 |
| Global Context Enhanced Social Recommendation with Hierarchical Graph Neural Networks | Oct 8, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Social Recommendation with Self-Supervised Metagraph Informax Network | Oct 8, 2021 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | 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 |
| From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness | Oct 7, 2021 | Graph Neural Network | CodeCode Available | 1 |
