| Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes | Jun 6, 2022 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Shortest Path Networks for Graph Property Prediction | Jun 2, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| A federated graph neural network framework for privacy-preserving personalization | Jun 2, 2022 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| InducT-GCN: Inductive Graph Convolutional Networks for Text Classification | Jun 1, 2022 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Label-Enhanced Graph Neural Network for Semi-supervised Node Classification | May 31, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoning | May 30, 2022 | Graph Neural Network | CodeCode Available | 1 |
| MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers | May 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation | May 27, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Transformer for Partial Differential Equations' Operator Learning | May 26, 2022 | Graph Neural NetworkOperator learning | CodeCode Available | 1 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| SS-GNN: A Simple-Structured Graph Neural Network for Affinity Prediction | May 25, 2022 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| QGNN: Value Function Factorisation with Graph Neural Networks | May 25, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks | May 24, 2022 | Adversarial AttackGraph Neural Network | CodeCode Available | 1 |
| Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions | May 24, 2022 | Graph Neural Network | CodeCode Available | 1 |
| How Powerful are Spectral Graph Neural Networks | May 23, 2022 | Graph Neural Network | CodeCode Available | 1 |
| EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex Structures | May 20, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| Plane Geometry Diagram Parsing | May 19, 2022 | Geometry Problem SolvingGraph Neural Network | CodeCode Available | 1 |
| A graph representation of molecular ensembles for polymer property prediction | May 17, 2022 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| Neural-Symbolic Models for Logical Queries on Knowledge Graphs | May 16, 2022 | Complex Query AnsweringGraph Neural Network | CodeCode Available | 1 |
| Topology-aware Graph Neural Networks for Learning Feasible and Adaptive ac-OPF Solutions | May 16, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System | May 12, 2022 | Binary ClassificationGraph Neural Network | CodeCode Available | 1 |
| Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting | May 10, 2022 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 |
