| DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation | Aug 30, 2019 | Emotion ClassificationEmotion Recognition | CodeCode Available | 1 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 |
| A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations | Feb 20, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space | Jul 8, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection | Sep 12, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 |
| Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification | Oct 22, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs | Mar 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Distributed Nonlinear State Estimation in Electric Power Systems using Graph Neural Networks | Jul 23, 2022 | Graph Neural NetworkState Estimation | CodeCode Available | 1 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| DMNet: Delaunay Meshing Network for 3D Shape Representation | Jan 1, 2023 | 3D Shape RepresentationGraph Neural Network | CodeCode Available | 1 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
| A Multimodal Graph Neural Network Framework of Cancer Molecular Subtype Classification | Feb 24, 2023 | Cancer ClassificationClassification | CodeCode Available | 1 |
| A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | Jan 30, 2025 | ADP PredictionBand Gap | CodeCode Available | 1 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting | May 16, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Dynamic Relevance Graph Network for Knowledge-Aware Question Answering | Sep 20, 2022 | Graph Neural NetworkQuestion Answering | CodeCode Available | 1 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Edge Directionality Improves Learning on Heterophilic Graphs | May 17, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 |
| BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022 | Feb 22, 2023 | Graph Neural Network | CodeCode Available | 1 |
