| Bridging Graph Position Encodings for Transformers with Weighted Graph-Walking Automata | Dec 13, 2022 | Graph Neural NetworkMachine Translation | —Unverified | 0 |
| Exploring Fake News Detection with Heterogeneous Social Media Context Graphs | Dec 13, 2022 | ArticlesFake News Detection | CodeCode Available | 1 |
| DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering | Dec 12, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| ABC: Aggregation before Communication, a Communication Reduction Framework for Distributed Graph Neural Network Training and Effective Partition | Dec 11, 2022 | Graph Neural Network | —Unverified | 0 |
| FAIR AI Models in High Energy Physics | Dec 9, 2022 | Graph Neural Networkscientific discovery | —Unverified | 0 |
| Robust Graph Representation Learning via Predictive Coding | Dec 9, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Time-Synchronized State Estimation Using Graph Neural Networks in Presence of Topology Changes | Dec 8, 2022 | Graph Neural NetworkState Estimation | —Unverified | 0 |
| Latent Graph Representations for Critical View of Safety Assessment | Dec 8, 2022 | AnatomyGraph Neural Network | CodeCode Available | 1 |
| A Temporal Graph Neural Network for Cyber Attack Detection and Localization in Smart Grids | Dec 7, 2022 | Cyber Attack DetectionGraph Neural Network | —Unverified | 0 |
| Learning Graph Search Heuristics | Dec 7, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Learning rigid dynamics with face interaction graph networks | Dec 7, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Node-oriented Spectral Filtering for Graph Neural Networks | Dec 7, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Dynamic Graph Node Classification via Time Augmentation | Dec 7, 2022 | ClassificationGraph Neural Network | —Unverified | 0 |
| RBF-MGN:Solving spatiotemporal PDEs with Physics-informed Graph Neural Network | Dec 6, 2022 | Graph Neural Network | —Unverified | 0 |
| Self-supervised Graph Representation Learning for Black Market Account Detection | Dec 6, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| Dissimilar Nodes Improve Graph Active Learning | Dec 5, 2022 | Active LearningGraph Embedding | CodeCode Available | 0 |
| Semantic Graph Neural Network with Multi-measure Learning for Semi-supervised Classification | Dec 4, 2022 | ClassificationGraph Neural Network | —Unverified | 0 |
| Application of a Dynamic Line Graph Neural Network for Intrusion Detection With Semisupervised Learning | Dec 2, 2022 | Anomaly DetectionGraph Neural Network | —Unverified | 0 |
| SMARTQUERY: An Active Learning Framework for Graph Neural Networks through Hybrid Uncertainty Reduction | Dec 2, 2022 | Active LearningGraph Learning | —Unverified | 0 |
| MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics | Dec 2, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Multiscale Graph Neural Networks for Protein Residue Contact Map Prediction | Dec 2, 2022 | Graph Neural Network | —Unverified | 0 |
| Towards Cross Domain Generalization of Hamiltonian Representation via Meta Learning | Dec 2, 2022 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| On the Limit of Explaining Black-box Temporal Graph Neural Networks | Dec 2, 2022 | Graph Neural Network | —Unverified | 0 |
| Gibbs-Helmholtz Graph Neural Network: capturing the temperature dependency of activity coefficients at infinite dilution | Dec 2, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence | Dec 1, 2022 | Graph Neural NetworkIntent Detection | CodeCode Available | 0 |
| A Model-based GNN for Learning Precoding | Dec 1, 2022 | Graph Neural Networkmodel | —Unverified | 0 |
| Denoising Diffusion for Sampling SAT Solutions | Nov 30, 2022 | DenoisingGraph Neural Network | —Unverified | 0 |
| Continuous Neural Algorithmic Planners | Nov 29, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Confidence-Aware Graph Neural Networks for Learning Reliability Assessment Commitments | Nov 28, 2022 | Graph Neural Network | —Unverified | 0 |
| Dual Information Enhanced Multi-view Attributed Graph Clustering | Nov 28, 2022 | AttributeClustering | —Unverified | 0 |
| Proactive Robot Assistance via Spatio-Temporal Object Modeling | Nov 28, 2022 | Graph Neural NetworkObject | CodeCode Available | 0 |
| FJMP: Factorized Joint Multi-Agent Motion Prediction over Learned Directed Acyclic Interaction Graphs | Nov 27, 2022 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| Understanding the Performance of Learning Precoding Policy with GNN and CNNs | Nov 27, 2022 | Graph Neural Network | —Unverified | 0 |
| PatchGT: Transformer over Non-trainable Clusters for Learning Graph Representations | Nov 26, 2022 | ClusteringGraph Learning | CodeCode Available | 0 |
| Learning Branching Heuristics from Graph Neural Networks | Nov 26, 2022 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Extreme Acceleration of Graph Neural Network-based Prediction Models for Quantum Chemistry | Nov 25, 2022 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Molecular Joint Representation Learning via Multi-modal Information | Nov 25, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| End-to-end Wind Turbine Wake Modelling with Deep Graph Representation Learning | Nov 24, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Learning Cooperative Beamforming with Edge-Update Empowered Graph Neural Networks | Nov 23, 2022 | Graph Neural Network | —Unverified | 0 |
| Scalable Predictive Beamforming for IRS-Assisted Multi-User Communications: A Deep Learning Approach | Nov 23, 2022 | Graph Neural Network | —Unverified | 0 |
| MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks | Nov 23, 2022 | Computational EfficiencyGraph Neural Network | CodeCode Available | 1 |
| An ensemble of VisNet, Transformer-M, and pretraining models for molecular property prediction in OGB Large-Scale Challenge @ NeurIPS 2022 | Nov 23, 2022 | Graph Neural NetworkGraph Regression | —Unverified | 0 |
| MGADN: A Multi-task Graph Anomaly Detection Network for Multivariate Time Series | Nov 22, 2022 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| Pushing the Limits of Asynchronous Graph-based Object Detection with Event Cameras | Nov 22, 2022 | Graph Neural Networkobject-detection | —Unverified | 0 |
| Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks | Nov 21, 2022 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models | Nov 21, 2022 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Correlative Preference Transfer with Hierarchical Hypergraph Network for Multi-Domain Recommendation | Nov 21, 2022 | Graph Neural NetworkMarketing | —Unverified | 0 |
| RHCO: A Relation-aware Heterogeneous Graph Neural Network with Contrastive Learning for Large-scale Graphs | Nov 20, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling | Nov 20, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Spectral Adversarial Training for Robust Graph Neural Network | Nov 20, 2022 | Graph Neural Network | CodeCode Available | 0 |
