| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 | 5 |
| Fast Quantum Property Prediction via Deeper 2D and 3D Graph Networks | Jun 16, 2021 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 | 5 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 | 5 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 | 5 |
| ChatGPT Informed Graph Neural Network for Stock Movement Prediction | May 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| CheckerPose: Progressive Dense Keypoint Localization for Object Pose Estimation with Graph Neural Network | Mar 29, 2023 | Graph Neural NetworkPose Estimation | CodeCode Available | 1 | 5 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| A generalized-template-based graph neural network for accurate organic reactivity prediction | Sep 15, 2022 | Chemical Reaction PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 | 5 |
| Identifying Possible Rumor Spreaders on Twitter: A Weak Supervised Learning Approach | Oct 15, 2020 | Graph Neural NetworkMisinformation | CodeCode Available | 1 | 5 |
| CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis | Jan 4, 2023 | Functional ConnectivityGraph Neural Network | CodeCode Available | 1 | 5 |
| Action knowledge for video captioning with graph neural networks | Mar 16, 2023 | Action RecognitionGraph Neural Network | CodeCode Available | 1 | 5 |
| CktGNN: Circuit Graph Neural Network for Electronic Design Automation | Aug 31, 2023 | Bayesian OptimizationGraph Learning | CodeCode Available | 1 | 5 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| FluxGAT: Integrating Flux Sampling with Graph Neural Networks for Unbiased Gene Essentiality Classification | Mar 27, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 | 5 |
| Fragmented Layer Grouping in GUI Designs Through Graph Learning Based on Multimodal Information | Dec 7, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 | 5 |
| A Graph Neural Network Framework for Causal Inference in Brain Networks | Oct 14, 2020 | Causal InferenceGraph Neural Network | CodeCode Available | 1 | 5 |
| Combinatorial Optimization with Physics-Inspired Graph Neural Networks | Jul 2, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks | Jan 31, 2023 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 | 5 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 | 5 |
| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 | 5 |
| Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics | Jul 19, 2024 | Graph Neural NetworkWeather Forecasting | CodeCode Available | 1 | 5 |
| A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction | Sep 29, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Comprehensive evaluation of deep and graph learning on drug-drug interactions prediction | Jun 8, 2023 | Drug DiscoveryGraph Learning | CodeCode Available | 1 | 5 |
| Constructing Narrative Event Evolutionary Graph for Script Event Prediction | May 14, 2018 | Graph Neural NetworkMultiple-choice | CodeCode Available | 1 | 5 |
| Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View | Jun 23, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 | 5 |
| A graph representation of molecular ensembles for polymer property prediction | May 17, 2022 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Attentional Graph Neural Network for Parking-slot Detection | Apr 6, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings | May 23, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| A Heterogeneous Dynamical Graph Neural Networks Approach to Quantify Scientific Impact | Mar 26, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Context Modeling in 3D Human Pose Estimation: A Unified Perspective | Mar 29, 2021 | 3D Human Pose EstimationGraph Neural Network | CodeCode Available | 1 | 5 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| Efficient Tuning and Inference for Large Language Models on Textual Graphs | Jan 28, 2024 | ArticlesGraph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Dual-Interaction Graph Neural Network for Molecular Property Prediction | May 4, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Cross-Domain Sequential Recommendation | Apr 8, 2023 | Graph Neural NetworkSequential Recommendation | CodeCode Available | 1 | 5 |
| Contrastive Graph Neural Network Explanation | Oct 26, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Generative 3D Part Assembly via Dynamic Graph Learning | Jun 14, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| A2-GNN: Angle-Annular GNN for Visual Descriptor-free Camera Relocalization | Feb 27, 2025 | Camera RelocalizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Conversation Understanding using Relational Temporal Graph Neural Networks with Auxiliary Cross-Modality Interaction | Nov 8, 2023 | Emotion RecognitionGraph Neural Network | CodeCode Available | 1 | 5 |
| Convergent Graph Solvers | Jun 3, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| GenGNN: A Generic FPGA Framework for Graph Neural Network Acceleration | Jan 20, 2022 | CPUDrug Discovery | CodeCode Available | 1 | 5 |
| ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning | Sep 22, 2021 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Geometric learning of the conformational dynamics of molecules using dynamic graph neural networks | Jun 24, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| EspalomaCharge: Machine learning-enabled ultra-fast partial charge assignment | Feb 14, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
