| Unsupervised Semantic Representation Learning of Scientific Literature Based on Graph Attention Mechanism and Maximum Mutual Information | Oct 7, 2022 | Contrastive LearningGraph Attention | —Unverified | 0 |
| Scientific Paper Classification Based on Graph Neural Network with Hypergraph Self-attention Mechanism | Oct 7, 2022 | Graph Neural NetworkManagement | —Unverified | 0 |
| On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language Processing | Oct 6, 2022 | Code ClassificationData Augmentation | CodeCode Available | 0 |
| Towards Prototype-Based Self-Explainable Graph Neural Network | Oct 5, 2022 | Graph Neural Network | —Unverified | 0 |
| Deep Spatial Domain Generalization | Oct 3, 2022 | Domain GeneralizationGraph Neural Network | CodeCode Available | 0 |
| ASGNN: Graph Neural Networks with Adaptive Structure | Oct 3, 2022 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| DDoS: A Graph Neural Network based Drug Synergy Prediction Algorithm | Oct 3, 2022 | Graph Neural Network | CodeCode Available | 0 |
| TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation | Oct 3, 2022 | Graph Neural NetworkInformativeness | —Unverified | 0 |
| MultiScale MeshGraphNets | Oct 2, 2022 | Graph Neural Network | —Unverified | 0 |
| HeterGraphLongSum: Heterogeneous Graph Neural Network with Passage Aggregation for Extractive Long Document Summarization | Oct 1, 2022 | Document SummarizationExtractive Document Summarization | —Unverified | 0 |
| Gait-based Age Group Classification with Adaptive Graph Neural Network | Oct 1, 2022 | Graph Neural NetworkPose Estimation | —Unverified | 0 |
| Differentiable Parsing and Visual Grounding of Natural Language Instructions for Object Placement | Oct 1, 2022 | Graph Neural NetworkObject | —Unverified | 0 |
| Multi Graph Neural Network for Extractive Long Document Summarization | Oct 1, 2022 | Document SummarizationGraph Neural Network | CodeCode Available | 0 |
| Multi-level Community-awareness Graph Neural Networks for Neural Machine Translation | Oct 1, 2022 | Graph Neural NetworkMachine Translation | CodeCode Available | 0 |
| Probabilistic Wind Park Power Prediction using Bayesian Deep Learning and Generative Adversarial Networks | Oct 1, 2022 | Bayesian InferenceGraph Neural Network | —Unverified | 0 |
| RSGT: Relational Structure Guided Temporal Relation Extraction | Oct 1, 2022 | Graph Neural NetworkNatural Language Understanding | —Unverified | 0 |
| True or False? Detecting False Information on Social Media Using Graph Neural Networks | Oct 1, 2022 | Graph Neural NetworkMisinformation | —Unverified | 0 |
| Machine learning frontier orbital energies of nanodiamonds | Sep 30, 2022 | Graph Neural Network | —Unverified | 0 |
| GPNet: Simplifying Graph Neural Networks via Multi-channel Geometric Polynomials | Sep 30, 2022 | Graph Neural NetworkInductive Learning | —Unverified | 0 |
| Graph Attention Network for Camera Relocalization on Dynamic Scenes | Sep 29, 2022 | Camera RelocalizationGraph Attention | —Unverified | 0 |
| Explainable Graph Pyramid Autoformer for Long-Term Traffic Forecasting | Sep 27, 2022 | Graph Neural NetworkTemporal Sequences | CodeCode Available | 0 |
| Learning Decentralized Strategies for a Perimeter Defense Game with Graph Neural Networks | Sep 24, 2022 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network Expressivity and Meta-Learning for Molecular Property Regression | Sep 24, 2022 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Physics-Informed Graph Neural Network for Spatial-temporal Production Forecasting | Sep 23, 2022 | Graph Neural NetworkProduction Forecasting | —Unverified | 0 |
| Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding | Sep 23, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can trust | Sep 22, 2022 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network and Superpixel Based Brain Tissue Segmentation (Corrected Version) | Sep 21, 2022 | Graph Neural NetworkImage Segmentation | —Unverified | 0 |
| Towards Real Time Thermal Simulations for Design Optimization using Graph Neural Networks | Sep 21, 2022 | Graph Neural Network | —Unverified | 0 |
| A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge Graphs | Sep 20, 2022 | Entity AlignmentEntity Embeddings | CodeCode Available | 0 |
| Interpreting the Mechanism of Synergism for Drug Combinations Using Attention-Based Hierarchical Graph Pooling | Sep 19, 2022 | Graph Neural NetworkOpen-Ended Question Answering | —Unverified | 0 |
| Imbalanced Node Processing Method in Graph Neural Network Classification Task | Sep 18, 2022 | ClassificationGraph Neural Network | —Unverified | 0 |
| De Bruijn goes Neural: Causality-Aware Graph Neural Networks for Time Series Data on Dynamic Graphs | Sep 17, 2022 | graph constructionGraph Neural Network | —Unverified | 0 |
| DiP-GNN: Discriminative Pre-Training of Graph Neural Networks | Sep 15, 2022 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| VS-CAM: Vertex Semantic Class Activation Mapping to Interpret Vision Graph Neural Network | Sep 15, 2022 | Graph Neural Network | —Unverified | 0 |
| A semantic hierarchical graph neural network for text classification | Sep 15, 2022 | ClassificationGraph Neural Network | —Unverified | 0 |
| Artificial Intelligence in Material Engineering: A review on applications of AI in Material Engineering | Sep 15, 2022 | Graph Neural NetworkProperty Prediction | —Unverified | 0 |
| Overhead-Free Blockage Detection and Precoding Through Physics-Based Graph Neural Networks: LIDAR Data Meets Ray Tracing | Sep 15, 2022 | Graph Neural Network | —Unverified | 0 |
| Meta-RegGNN: Predicting Verbal and Full-Scale Intelligence Scores using Graph Neural Networks and Meta-Learning | Sep 14, 2022 | Graph Neural NetworkMeta-Learning | CodeCode Available | 0 |
| Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos | Sep 13, 2022 | Action SegmentationGraph Neural Network | —Unverified | 0 |
| Predicting Brain Multigraph Population From a Single Graph Template for Boosting One-Shot Classification | Sep 13, 2022 | Data AugmentationGraph Neural Network | CodeCode Available | 0 |
| Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions | Sep 9, 2022 | Dimensionality ReductionGraph Neural Network | —Unverified | 0 |
| Analyzing the Effect of Sampling in GNNs on Individual Fairness | Sep 8, 2022 | FairnessGraph Neural Network | CodeCode Available | 0 |
| Graph-PHPA: Graph-based Proactive Horizontal Pod Autoscaling for Microservices using LSTM-GNN | Sep 6, 2022 | Graph Neural Network | —Unverified | 0 |
| Learning the Dynamics of Particle-based Systems with Lagrangian Graph Neural Networks | Sep 3, 2022 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Joint Flying Relay Location and Routing Optimization for 6G UAV–IoT Networks: A Graph Neural Network-Based Approach | Sep 3, 2022 | Graph Neural Network | CodeCode Available | 0 |
| A Novel Approach for Pill-Prescription Matching with GNN Assistance and Contrastive Learning | Sep 2, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| SATformer: Transformer-Based UNSAT Core Learning | Sep 2, 2022 | Graph Neural NetworkMulti-Task Learning | —Unverified | 0 |
| Efficient Chemical Space Exploration Using Active Learning Based on Marginalized Graph Kernel: an Application for Predicting the Thermodynamic Properties of Alkanes with Molecular Simulation | Sep 1, 2022 | Active LearningGPR | CodeCode Available | 0 |
| A topic-aware graph neural network model for knowledge base updating | Aug 31, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| Learning Tree Structures from Leaves For Particle Decay Reconstruction | Aug 31, 2022 | Graph Neural Network | CodeCode Available | 0 |