| Sequential Graph Neural Networks for Source Code Vulnerability Identification | May 23, 2023 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Sequential Monte Carlo Graph Convolutional Network for Dynamic Brain Connectivity | Oct 1, 2023 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levels | Feb 13, 2021 | Graph Neural NetworkMulti-Task Learning | —Unverified | 0 |
| Series Photo Selection via Multi-view Graph Learning | Mar 18, 2022 | Aesthetics Quality AssessmentGraph Learning | —Unverified | 0 |
| Service Discovery in Social Internet of Things using Graph Neural Networks | May 25, 2022 | Graph Neural Network | —Unverified | 0 |
| SES: Bridging the Gap Between Explainability and Prediction of Graph Neural Networks | Jul 16, 2024 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| SR-HetGNN:Session-based Recommendation with Heterogeneous Graph Neural Network | Aug 12, 2021 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network | Jul 3, 2024 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| SFR-GNN: Simple and Fast Robust GNNs against Structural Attacks | Aug 29, 2024 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| SGAC: A Graph Neural Network Framework for Imbalanced and Structure-Aware AMP Classification | Dec 20, 2024 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| Shape-Biased Domain Generalization via Shock Graph Embeddings | Sep 13, 2021 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| Short-Term Power Prediction for Renewable Energy Using Hybrid Graph Convolutional Network and Long Short-Term Memory Approach | Nov 15, 2021 | Graph Neural Network | —Unverified | 0 |
| Show me your NFT and I tell you how it will perform: Multimodal representation learning for NFT selling price prediction | Feb 3, 2023 | Graph Neural NetworkMultimodal Deep Learning | —Unverified | 0 |
| SIA-GCN: A Spatial Information Aware Graph Neural Network with 2D Convolutions for Hand Pose Estimation | Sep 25, 2020 | Graph Neural NetworkHand Pose Estimation | —Unverified | 0 |
| Signed Graph Diffusion Network | Dec 28, 2020 | Graph Neural NetworkLink Sign Prediction | —Unverified | 0 |
| Representation Learning in Continuous-Time Dynamic Signed Networks | Jul 7, 2022 | Graph Neural NetworkLink Sign Prediction | —Unverified | 0 |
| Sign Language Translation with Hierarchical Spatio-TemporalGraph Neural Network | Nov 14, 2021 | Graph Neural NetworkMachine Translation | —Unverified | 0 |
| SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning | Mar 11, 2024 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| SimCalib: Graph Neural Network Calibration based on Similarity between Nodes | Dec 19, 2023 | Graph Neural Network | —Unverified | 0 |
| SimCGNN: Simple Contrastive Graph Neural Network for Session-based Recommendation | Feb 8, 2023 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation | May 17, 2023 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training | Jun 23, 2022 | Contrastive LearningGraph Classification | —Unverified | 0 |
| Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions | Sep 9, 2022 | Dimensionality ReductionGraph Neural Network | —Unverified | 0 |
| Simple yet Effective Gradient-Free Graph Convolutional Networks | Feb 1, 2023 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| SimPool: Towards Topology Based Graph Pooling with Structural Similarity Features | Jun 3, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Simulating Continuum Mechanics with Multi-Scale Graph Neural Networks | Jun 9, 2021 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Single-GPU GNN Systems: Traps and Pitfalls | Feb 5, 2024 | GPUGraph Neural Network | —Unverified | 0 |
| Site-specific graph neural network for predicting protonation energy of oxygenate molecules | Sep 18, 2019 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning | May 7, 2018 | Action RecognitionGraph Neural Network | —Unverified | 0 |
| Skeleton-based Human Action Recognition via Convolutional Neural Networks (CNN) | Jan 31, 2023 | Action RecognitionComputational Efficiency | —Unverified | 0 |
| Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs | Apr 29, 2025 | Code GenerationGraph Neural Network | —Unverified | 0 |
| SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters | Mar 9, 2022 | Graph Neural Network | —Unverified | 0 |
| Small Graph Is All You Need: DeepStateGNN for Scalable Traffic Forecasting | Feb 20, 2025 | AllGraph Neural Network | —Unverified | 0 |
| SMARTQUERY: An Active Learning Framework for Graph Neural Networks through Hybrid Uncertainty Reduction | Dec 2, 2022 | Active LearningGraph Learning | —Unverified | 0 |
| SmoothGNN: Smoothing-aware GNN for Unsupervised Node Anomaly Detection | May 27, 2024 | Anomaly DetectionGraph Learning | —Unverified | 0 |
| SocialFormer: Social Interaction Modeling with Edge-enhanced Heterogeneous Graph Transformers for Trajectory Prediction | May 6, 2024 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation | Sep 7, 2021 | Graph Neural NetworkVulnerability Detection | —Unverified | 0 |
| Soil Organic Carbon Estimation from Climate-related Features with Graph Neural Network | Nov 27, 2023 | Graph Neural NetworkManagement | —Unverified | 0 |
| Solarcast-ML: Per Node GraphCast Extension for Solar Energy Production | Jun 19, 2024 | Decision MakingGraph Neural Network | —Unverified | 0 |
| Solving AC Power Flow with Graph Neural Networks under Realistic Constraints | Apr 14, 2022 | Graph Neural Network | —Unverified | 0 |
| Solving Cold Start Problem in Recommendation with Attribute Graph Neural Networks | Dec 28, 2019 | AttributeGraph Neural Network | —Unverified | 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 |
| Solving QSAT problems with neural MCTS | Jan 17, 2021 | Board GamesGraph Neural Network | —Unverified | 0 |
| Solving Stochastic Orienteering Problems with Chance Constraints Using a GNN Powered Monte Carlo Tree Search | Sep 6, 2024 | Graph Neural Network | —Unverified | 0 |
| Solving the Kidney-Exchange Problem via Graph Neural Networks with No Supervision | Apr 19, 2023 | Graph Neural Network | —Unverified | 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 |
| Space-Time Graph Neural Networks | Oct 6, 2021 | Graph Neural Network | —Unverified | 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 |
| Sparse but Strong: Crafting Adversarially Robust Graph Lottery Tickets | Dec 11, 2023 | Graph Neural Network | —Unverified | 0 |
| Sparse Decomposition of Graph Neural Networks | Oct 25, 2024 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |