| SimCGNN: Simple Contrastive Graph Neural Network for Session-based Recommendation | Feb 8, 2023 | Contrastive LearningGraph Neural Network | —Unverified | 0 | 0 |
| SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation | May 17, 2023 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training | Jun 23, 2022 | Contrastive LearningGraph Classification | —Unverified | 0 | 0 |
| Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions | Sep 9, 2022 | Dimensionality ReductionGraph Neural Network | —Unverified | 0 | 0 |
| Simple yet Effective Gradient-Free Graph Convolutional Networks | Feb 1, 2023 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 | 0 |
| SimPool: Towards Topology Based Graph Pooling with Structural Similarity Features | Jun 3, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| Simulating Continuum Mechanics with Multi-Scale Graph Neural Networks | Jun 9, 2021 | Graph Neural NetworkInductive Bias | —Unverified | 0 | 0 |
| Single-GPU GNN Systems: Traps and Pitfalls | Feb 5, 2024 | GPUGraph Neural Network | —Unverified | 0 | 0 |
| Site-specific graph neural network for predicting protonation energy of oxygenate molecules | Sep 18, 2019 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 | 0 |
| Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning | May 7, 2018 | Action RecognitionGraph Neural Network | —Unverified | 0 | 0 |
| Skeleton-based Human Action Recognition via Convolutional Neural Networks (CNN) | Jan 31, 2023 | Action RecognitionComputational Efficiency | —Unverified | 0 | 0 |
| Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs | Apr 29, 2025 | Code GenerationGraph Neural Network | —Unverified | 0 | 0 |
| SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters | Mar 9, 2022 | Graph Neural Network | —Unverified | 0 | 0 |
| Small Graph Is All You Need: DeepStateGNN for Scalable Traffic Forecasting | Feb 20, 2025 | AllGraph Neural Network | —Unverified | 0 | 0 |
| SMARTQUERY: An Active Learning Framework for Graph Neural Networks through Hybrid Uncertainty Reduction | Dec 2, 2022 | Active LearningGraph Learning | —Unverified | 0 | 0 |
| SmoothGNN: Smoothing-aware GNN for Unsupervised Node Anomaly Detection | May 27, 2024 | Anomaly DetectionGraph Learning | —Unverified | 0 | 0 |
| SocialFormer: Social Interaction Modeling with Edge-enhanced Heterogeneous Graph Transformers for Trajectory Prediction | May 6, 2024 | Autonomous DrivingGraph Neural Network | —Unverified | 0 | 0 |
| Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation | Sep 7, 2021 | Graph Neural NetworkVulnerability Detection | —Unverified | 0 | 0 |
| Soil Organic Carbon Estimation from Climate-related Features with Graph Neural Network | Nov 27, 2023 | Graph Neural NetworkManagement | —Unverified | 0 | 0 |
| Solarcast-ML: Per Node GraphCast Extension for Solar Energy Production | Jun 19, 2024 | Decision MakingGraph Neural Network | —Unverified | 0 | 0 |
| Solving AC Power Flow with Graph Neural Networks under Realistic Constraints | Apr 14, 2022 | Graph Neural Network | —Unverified | 0 | 0 |
| Solving Cold Start Problem in Recommendation with Attribute Graph Neural Networks | Dec 28, 2019 | AttributeGraph Neural Network | —Unverified | 0 | 0 |
| Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability using Tree Search and Graph Neural Networks | Mar 28, 2022 | Graph Neural NetworkScheduling | —Unverified | 0 | 0 |
| Solving QSAT problems with neural MCTS | Jan 17, 2021 | Board GamesGraph Neural Network | —Unverified | 0 | 0 |
| Solving Stochastic Orienteering Problems with Chance Constraints Using a GNN Powered Monte Carlo Tree Search | Sep 6, 2024 | Graph Neural Network | —Unverified | 0 | 0 |
| Solving the Kidney-Exchange Problem via Graph Neural Networks with No Supervision | Apr 19, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| Soybean Disease Detection via Interpretable Hybrid CNN-GNN: Integrating MobileNetV2 and GraphSAGE with Cross-Modal Attention | Mar 3, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 | 0 |
| Space-Time Graph Neural Networks | Oct 6, 2021 | Graph Neural Network | —Unverified | 0 | 0 |
| S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation | Dec 23, 2021 | Emotion RecognitionEmotion Recognition in Conversation | —Unverified | 0 | 0 |
| Sparse but Strong: Crafting Adversarially Robust Graph Lottery Tickets | Dec 11, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| Sparse Decomposition of Graph Neural Networks | Oct 25, 2024 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 | 0 |
| Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series | Mar 8, 2022 | Graph Neural NetworkTime Series | —Unverified | 0 | 0 |
| Spatial Attention-Based 3D Graph Convolutional Neural Network for Sign Language Recognition | Jun 16, 2022 | Graph Neural NetworkSign Language Recognition | —Unverified | 0 | 0 |
| Spatial Correspondence between Graph Neural Network-Segmented Images | Mar 12, 2023 | Graph Neural NetworkImage Segmentation | —Unverified | 0 | 0 |
| Spatial Graph Coarsening: Weather and Weekday Prediction with London's Bike-Sharing Service using GNN | Aug 30, 2023 | Graph ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| Spatially-Aware Graph Neural Networks for Relational Behavior Forecasting from Sensor Data | Oct 18, 2019 | Graph Neural NetworkMotion Planning | —Unverified | 0 | 0 |
| Spatially Directional Dual-Attention GAT for Spatial Fluoride Health Risk Modeling | Apr 13, 2025 | AttributeGraph Attention | —Unverified | 0 | 0 |
| Spatial-Temporal Recurrent Graph Neural Networks for Fault Diagnostics in Power Distribution Systems | Oct 27, 2022 | Event DetectionFault Detection | —Unverified | 0 | 0 |
| Spatio-Temporal Attention Graph Neural Network for Remaining Useful Life Prediction | Jan 29, 2024 | Graph Neural NetworkManagement | —Unverified | 0 | 0 |
| Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA) | Mar 25, 2023 | Graph AttentionGraph Neural Network | —Unverified | 0 | 0 |
| Spatiotemporal Event Graphs for Dynamic Scene Understanding | Dec 11, 2023 | Action DetectionActivity Detection | —Unverified | 0 | 0 |
| Spatio-Temporal-Frequency Graph Attention Convolutional Network for Aircraft Recognition Based on Heterogeneous Radar Network | Apr 15, 2022 | DiversityGraph Attention | —Unverified | 0 | 0 |
| Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation | Dec 10, 2020 | Graph Neural NetworkObject | —Unverified | 0 | 0 |
| Spatiotemporal Graph Neural Network Modelling Perfusion MRI | Jun 10, 2024 | Graph Neural NetworkGraph structure learning | —Unverified | 0 | 0 |
| Spatio-Temporal Graph Neural Networks: A Survey | Jan 25, 2023 | Deep LearningGraph Neural Network | —Unverified | 0 | 0 |
| Spatio-temporal graph neural networks for multi-site PV power forecasting | Jul 29, 2021 | Graph Neural NetworkTime Series | —Unverified | 0 | 0 |
| Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting | Feb 25, 2022 | BenchmarkingGraph Neural Network | —Unverified | 0 | 0 |
| Spectral Brain Graph Neural Network for Prediction of Anxiety in Children with Autism Spectrum Disorder | Apr 23, 2024 | Graph Neural Network | —Unverified | 0 | 0 |
| SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps | May 21, 2025 | Graph Neural NetworkOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Spectral Temporal Graph Neural Network for Trajectory Prediction | Jun 5, 2021 | Autonomous VehiclesGraph Neural Network | —Unverified | 0 | 0 |