| 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 |