| Enhancing Heterogeneous Multi-Agent Cooperation in Decentralized MARL via GNN-driven Intrinsic Rewards | Aug 12, 2024 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Iterative Sizing Field Prediction for Adaptive Mesh Generation From Expert Demonstrations | Jun 20, 2024 | Graph Neural NetworkImitation Learning | CodeCode Available | 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 |
| Iterative GNN-based Decoder for Question Generation | Nov 1, 2021 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach | Aug 26, 2020 | Graph Neural NetworkInformation Retrieval | CodeCode Available | 0 |
| Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees | Dec 21, 2024 | Graph Neural NetworkIn-Context Learning | CodeCode Available | 0 |
| Adapting Triplet Importance of Implicit Feedback for Personalized Recommendation | Aug 2, 2022 | Bilevel OptimizationGraph Neural Network | CodeCode Available | 0 |
| Predicting Citi Bike Demand Evolution Using Dynamic Graphs | Dec 18, 2022 | Graph Neural NetworkManagement | CodeCode Available | 0 |
| Learning Decentralized Swarms Using Rotation Equivariant Graph Neural Networks | Feb 24, 2025 | Graph Neural NetworkMath | CodeCode Available | 0 |
| Unsupervised Mutual Learning of Dialogue Discourse Parsing and Topic Segmentation | May 30, 2024 | Discourse ParsingGraph Neural Network | CodeCode Available | 0 |
| An FEA surrogate model with Boundary Oriented Graph Embedding approach | Aug 30, 2021 | Cantilever BeamDecision Making | CodeCode Available | 0 |
| Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting | Jun 28, 2023 | AllDecision Making | CodeCode Available | 0 |
| Learning Dynamics from Multicellular Graphs with Deep Neural Networks | Jan 22, 2024 | Graph Neural Network | CodeCode Available | 0 |
| SIG: Efficient Self-Interpretable Graph Neural Network for Continuous-time Dynamic Graphs | May 29, 2024 | Causal InferenceGraph Neural Network | CodeCode Available | 0 |
| DDoS: A Graph Neural Network based Drug Synergy Prediction Algorithm | Oct 3, 2022 | Graph Neural Network | CodeCode Available | 0 |
| iSpLib: A Library for Accelerating Graph Neural Networks using Auto-tuned Sparse Operations | Mar 21, 2024 | CPUGraph Neural Network | CodeCode Available | 0 |
| Unsupervised Optimal Power Flow Using Graph Neural Networks | Oct 17, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Learning from Heterogeneity: A Dynamic Learning Framework for Hypergraphs | Jul 7, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Predicting solvation free energies with an implicit solvent machine learning potential | May 31, 2024 | Drug DesignGraph Neural Network | CodeCode Available | 0 |
| Automating Style Analysis and Visualization With Explainable AI -- Case Studies on Brand Recognition | Jun 5, 2023 | Graph Neural NetworkVector Graphics | CodeCode Available | 0 |
| FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences | Jan 1, 2024 | Graph Neural NetworkKeypoint Detection | CodeCode Available | 0 |
| Predicting the Temperature-Dependent CMC of Surfactant Mixtures with Graph Neural Networks | Nov 4, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Learning Graph Representation of Agent Diffusers | May 10, 2025 | Graph Neural NetworkImage Generation | CodeCode Available | 0 |
| Fast Interactive Video Object Segmentation with Graph Neural Networks | Mar 5, 2021 | Graph Neural NetworkInteractive Video Object Segmentation | CodeCode Available | 0 |
| Data-Driven Learning of Geometric Scattering Networks | Oct 6, 2020 | DescriptiveGraph Classification | CodeCode Available | 0 |
| I Open at the Close: A Deep Reinforcement Learning Evaluation of Open Streets Initiatives | Dec 12, 2023 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Learning Hierarchical Graph Neural Networks for Image Clustering | Jul 3, 2021 | ClusteringFace Clustering | CodeCode Available | 0 |
| Predicting Viral Rumors and Vulnerable Users for Infodemic Surveillance | Jan 18, 2024 | Graph Neural NetworkMisinformation | CodeCode Available | 0 |
| Investigating Relational State Abstraction in Collaborative MARL | Dec 19, 2024 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Unsupervised Person Re-Identification with Wireless Positioning under Weak Scene Labeling | Oct 29, 2021 | Graph Neural NetworkPerson Re-Identification | CodeCode Available | 0 |
| A Neural Network Architecture for Program Understanding Inspired by Human Behaviors | May 10, 2022 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Tensor-view Topological Graph Neural Network | Jan 22, 2024 | Graph ClassificationGraph Learning | CodeCode Available | 0 |
| Hierarchical information matters: Text classification via tree based graph neural network | Oct 5, 2021 | ClassificationDependency Parsing | CodeCode Available | 0 |
| Transferring Robustness for Graph Neural Network Against Poisoning Attacks | Aug 20, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Learning Load Balancing with GNN in MPTCP-Enabled Heterogeneous Networks | Oct 22, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Learning Local Search Heuristics for Boolean Satisfiability | Dec 1, 2019 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Invertible Neural Networks for Graph Prediction | Jun 2, 2022 | Anomaly DetectionGraph Neural Network | CodeCode Available | 0 |
| An entity-guided text summarization framework with relational heterogeneous graph neural network | Feb 7, 2023 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 0 |
| Similarity-based Feature Extraction for Large-scale Sparse Traffic Forecasting | Nov 13, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 0 |
| Similarity Equivariant Graph Neural Networks for Homogenization of Metamaterials | Apr 26, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Data augmentation on graphs for table type classification | Aug 23, 2022 | ClassificationData Augmentation | CodeCode Available | 0 |
| Learning Optimal Linear Precoding for Cell-Free Massive MIMO with GNN | Jun 6, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Learning optimal objective values for MILP | Nov 27, 2024 | Decision MakingGraph Neural Network | CodeCode Available | 0 |
| Learning Parametrised Graph Shift Operators | Jan 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning | Jun 22, 2024 | Graph Neural NetworkModel Selection | CodeCode Available | 0 |
| An End-to-End Deep Learning Architecture for Graph Classification | Apr 29, 2018 | Deep LearningGeneral Classification | CodeCode Available | 0 |
| Stress Predictions in Polycrystal Plasticity using Graph Neural Networks with Subgraph Training | Sep 8, 2024 | Deep LearningGraph Neural Network | CodeCode Available | 0 |
| DAMSL: Domain Agnostic Meta Score-based Learning | Jun 6, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| FastCover: An Unsupervised Learning Framework for Multi-Hop Influence Maximization in Social Networks | Oct 31, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| Invariant Representations of Embedded Simplicial Complexes | Feb 27, 2023 | Graph Neural Network | CodeCode Available | 0 |