| SoK: What Makes Private Learning Unfair? | Jan 24, 2025 | FairnessPrivacy Preserving | —Unverified | 0 | 0 |
| Source Anonymity for Private Random Walk Decentralized Learning | May 11, 2025 | Privacy Preserving | —Unverified | 0 | 0 |
| Sparse Self-Federated Learning for Energy Efficient Cooperative Intelligence in Society 5.0 | Jul 10, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Sparsified Secure Aggregation for Privacy-Preserving Federated Learning | Dec 23, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Spatio-Temporal Split Learning for Privacy-Preserving Medical Platforms: Case Studies with COVID-19 CT, X-Ray, and Cholesterol Data | Aug 20, 2021 | Computed Tomography (CT)Privacy Preserving | —Unverified | 0 | 0 |
| Speech To Semantics: Improve ASR and NLU Jointly via All-Neural Interfaces | Aug 14, 2020 | AllAutomatic Speech Recognition | —Unverified | 0 | 0 |
| Speed-up of Data Analysis with Kernel Trick in Encrypted Domain | Jun 14, 2024 | Privacy Preserving | —Unverified | 0 | 0 |
| SPEFL: Efficient Security and Privacy Enhanced Federated Learning Against Poisoning Attacks | Jan 1, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Split Learning for Distributed Collaborative Training of Deep Learning Models in Health Informatics | Aug 21, 2023 | Computational EfficiencyDeep Learning | —Unverified | 0 | 0 |
| Split-n-Chain: Privacy-Preserving Multi-Node Split Learning with Blockchain-Based Auditability | Mar 10, 2025 | Deep LearningFederated Learning | —Unverified | 0 | 0 |
| Split Two-Tower Model for Efficient and Privacy-Preserving Cross-device Federated Recommendation | Jun 28, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| SPRITE: A Scalable Privacy-Preserving and Verifiable Collaborative Learning for Industrial IoT | Mar 22, 2022 | Privacy Preserving | —Unverified | 0 | 0 |
| sqSGD: Locally Private and Communication Efficient Federated Learning | Jun 21, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| SSNet: A Lightweight Multi-Party Computation Scheme for Practical Privacy-Preserving Machine Learning Service in the Cloud | Jun 4, 2024 | Cloud ComputingPrivacy Preserving | —Unverified | 0 | 0 |
| Starlit: Privacy-Preserving Federated Learning to Enhance Financial Fraud Detection | Jan 19, 2024 | Federated LearningFraud Detection | —Unverified | 0 | 0 |
| StatAvg: Mitigating Data Heterogeneity in Federated Learning for Intrusion Detection Systems | May 20, 2024 | Federated LearningIntrusion Detection | —Unverified | 0 | 0 |
| State-of-the-Art Approaches to Enhancing Privacy Preservation of Machine Learning Datasets: A Survey | Feb 25, 2024 | AttributePrivacy Preserving | —Unverified | 0 | 0 |
| Statistical and Topological Properties of Gaussian Smoothed Sliced Probability Divergences | Oct 20, 2021 | Domain AdaptationPrivacy Preserving | —Unverified | 0 | 0 |
| ST-DPGAN: A Privacy-preserving Framework for Spatiotemporal Data Generation | Jun 4, 2024 | Privacy Preserving | —Unverified | 0 | 0 |
| Step length measurement in the wild using FMCW radar | Jan 3, 2024 | Privacy Preserving | —Unverified | 0 | 0 |
| Stochastic Channel-Based Federated Learning for Medical Data Privacy Preserving | Oct 23, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Stochastic Client Selection for Federated Learning with Volatile Clients | Nov 17, 2020 | FairnessFederated Learning | —Unverified | 0 | 0 |
| Stochastic Coded Federated Learning: Theoretical Analysis and Incentive Mechanism Design | Nov 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Stochastic Coded Federated Learning with Convergence and Privacy Guarantees | Jan 25, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| STPrivacy: Spatio-Temporal Privacy-Preserving Action Recognition | Jan 8, 2023 | Action RecognitionFacial Expression Recognition (FER) | —Unverified | 0 | 0 |
| Stratified cross-validation for unbiased and privacy-preserving federated learning | Jan 22, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Striking a Balance: An Optimal Mechanism Design for Heterogenous Differentially Private Data Acquisition for Logistic Regression | Sep 19, 2023 | Learning TheoryPrivacy Preserving | —Unverified | 0 | 0 |
| Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors | Jan 31, 2022 | Anomaly DetectionBinary Classification | —Unverified | 0 | 0 |
| Study of the performance and scalability of federated learning for medical imaging with intermittent clients | Jul 18, 2022 | Federated LearningMedical Image Analysis | —Unverified | 0 | 0 |
| Sub-Linear Privacy-Preserving Near-Neighbor Search | Dec 6, 2016 | Privacy Preserving | —Unverified | 0 | 0 |
| Submodular Combinatorial Information Measures with Applications in Machine Learning | Jun 27, 2020 | BIG-bench Machine LearningClustering | —Unverified | 0 | 0 |
| Substra: a framework for privacy-preserving, traceable and collaborative Machine Learning | Oct 25, 2019 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 | 0 |
| Subverting Privacy-Preserving GANs: Hiding Secrets in Sanitized Images | Sep 19, 2020 | Facial Expression RecognitionFacial Expression Recognition (FER) | —Unverified | 0 | 0 |
| Successive Point-of-Interest Recommendation with Local Differential Privacy | Aug 26, 2019 | Privacy PreservingRecommendation Systems | —Unverified | 0 | 0 |
| SuperFedNAS: Cost-Efficient Federated Neural Architecture Search for On-Device Inference | Jan 26, 2023 | Federated LearningNeural Architecture Search | —Unverified | 0 | 0 |
| Suppressing Noise from Built Environment Datasets to Reduce Communication Rounds for Convergence of Federated Learning | Sep 3, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| Survey and Open Problems in Privacy Preserving Knowledge Graph: Merging, Query, Representation, Completion and Applications | Nov 20, 2020 | Privacy Preserving | —Unverified | 0 | 0 |
| Survey of Privacy-Preserving Collaborative Filtering | Mar 18, 2020 | Collaborative FilteringPrivacy Preserving | —Unverified | 0 | 0 |
| S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning | Jan 31, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| SwiftAgg+: Achieving Asymptotically Optimal Communication Loads in Secure Aggregation for Federated Learning | Mar 24, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| SwiftAgg: Communication-Efficient and Dropout-Resistant Secure Aggregation for Federated Learning with Worst-Case Security Guarantees | Feb 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
| SWIFT: Super-fast and Robust Privacy-Preserving Machine Learning | May 20, 2020 | BenchmarkingBIG-bench Machine Learning | —Unverified | 0 | 0 |
| Swing Distillation: A Privacy-Preserving Knowledge Distillation Framework | Dec 16, 2022 | Knowledge DistillationModel Compression | —Unverified | 0 | 0 |
| Switch-Based Multi-Part Neural Network | Apr 25, 2025 | Edge-computingFederated Learning | —Unverified | 0 | 0 |
| SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers | Nov 20, 2024 | Data AugmentationDecoder | —Unverified | 0 | 0 |
| Synergising Hierarchical Data Centers and Power Networks: A Privacy-Preserving Approach | May 26, 2025 | Privacy Preserving | —Unverified | 0 | 0 |
| SynTF: Synthetic and Differentially Private Term Frequency Vectors for Privacy-Preserving Text Mining | May 2, 2018 | ArticlesAuthorship Attribution | —Unverified | 0 | 0 |
| Synthesizing and Adapting Error Correction Data for Mobile Large Language Model Applications | May 24, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs | Mar 16, 2025 | ClusteringPrivacy Preserving | —Unverified | 0 | 0 |
| Synthetic Data and Simulators for Recommendation Systems: Current State and Future Directions | Dec 21, 2021 | Dataset GenerationPrivacy Preserving | —Unverified | 0 | 0 |