| 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 |
| Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation | May 27, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers | May 27, 2022 | Combinatorial OptimizationGraph Neural Network | 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 |
| QGNN: Value Function Factorisation with Graph Neural Networks | May 25, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| SS-GNN: A Simple-Structured Graph Neural Network for Affinity Prediction | May 25, 2022 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions | May 24, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks | May 24, 2022 | Adversarial AttackGraph Neural Network | CodeCode Available | 1 |
| How Powerful are Spectral Graph Neural Networks | May 23, 2022 | Graph 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 |
| EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex Structures | May 20, 2022 | Drug DiscoveryGraph Neural Network | 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 |
| Topology-aware Graph Neural Networks for Learning Feasible and Adaptive ac-OPF Solutions | May 16, 2022 | Graph 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 |
| 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 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 |
| Great Truths are Always Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | May 4, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| RU-Net: Regularized Unrolling Network for Scene Graph Generation | May 3, 2022 | DenoisingDiversity | CodeCode Available | 1 |
| Heterogeneous graph neural network for power allocation in multicarrier-division duplex cell-free massive MIMO systems | May 1, 2022 | Graph Neural Network | CodeCode Available | 1 |
| HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding | Apr 30, 2022 | Autonomous Drivinggraph construction | CodeCode Available | 1 |
| FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference | Apr 27, 2022 | CPUDrug Discovery | CodeCode Available | 1 |
| Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction | Apr 24, 2022 | Dynamic Link PredictionEdge Detection | CodeCode Available | 1 |
| Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention | Apr 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Modelling graph dynamics in fraud detection with "Attention" | Apr 22, 2022 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Simulate Time-integrated Coarse-grained Molecular Dynamics with Multi-Scale Graph Networks | Apr 21, 2022 | BIG-bench Machine LearningGraph Clustering | CodeCode Available | 1 |
| Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission | Apr 14, 2022 | AllGraph Neural Network | CodeCode Available | 1 |
| Self-Supervised Graph Neural Network for Multi-Source Domain Adaptation | Apr 8, 2022 | Domain AdaptationGraph Neural Network | CodeCode Available | 1 |
| Structure-aware Protein Self-supervised Learning | Apr 6, 2022 | Graph Neural NetworkLanguage Modeling | CodeCode Available | 1 |
| Transition Information Enhanced Disentangled Graph Neural Networks for Session-based Recommendation | Apr 5, 2022 | Graph Neural NetworkPosition | CodeCode Available | 1 |
| Equivariant Point Cloud Analysis via Learning Orientations for Message Passing | Mar 28, 2022 | Graph Neural Network | CodeCode Available | 1 |
| SpeqNets: Sparsity-aware Permutation-equivariant Graph Networks | Mar 25, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport | Mar 20, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks | Mar 16, 2022 | Graph Neural NetworkInterpretability Techniques for Deep Learning | CodeCode Available | 1 |
| HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations | Mar 16, 2022 | Graph Neural NetworkResponse Generation | CodeCode Available | 1 |
| Panoramic Human Activity Recognition | Mar 8, 2022 | Activity RecognitionGraph Neural Network | CodeCode Available | 1 |
| Learning Resilient Radio Resource Management Policies with Graph Neural Networks | Mar 7, 2022 | FairnessGraph Neural Network | CodeCode Available | 1 |
| GCNet: Graph Completion Network for Incomplete Multimodal Learning in Conversation | Mar 4, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Intention Aware Robot Crowd Navigation with Attention-Based Interaction Graph | Mar 3, 2022 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| GeoBi-GNN: Geometry-aware Bi-domain Mesh Denoising via Graph Neural Networks | Mar 1, 2022 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| Multi-View Graph Representation for Programming Language Processing: An Investigation into Algorithm Detection | Feb 25, 2022 | Graph Neural Network | CodeCode Available | 1 |
