| Distributed Optimal Allocation with Quantized Communication and Privacy-Preserving Guarantees | Sep 29, 2021 | Privacy Preserving | —Unverified | 0 |
| Secure Multi-Party Computation based Privacy Preserving Data Analysis in Healthcare IoT Systems | Sep 29, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fairness-Driven Private Collaborative Machine Learning | Sep 29, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Towards Communication-Efficient and Privacy-Preserving Federated Representation Learning | Sep 29, 2021 | Contrastive LearningFederated Learning | —Unverified | 0 |
| Privacy-Preserving Stealthy Attack Detection in Multi-Agent Control Systems | Sep 28, 2021 | Privacy Preserving | —Unverified | 0 |
| Federated Deep Learning with Bayesian Privacy | Sep 27, 2021 | Deep LearningFederated Learning | —Unverified | 0 |
| AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization | Sep 26, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers | Sep 26, 2021 | AttributeFederated Learning | —Unverified | 0 |
| SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning | Sep 24, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Morse-STF: Improved Protocols for Privacy-Preserving Machine Learning | Sep 24, 2021 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Physical Layer Anonymous Precoding: The Path to Privacy-Preserving Communications | Sep 18, 2021 | Cloud ComputingPrivacy Preserving | —Unverified | 0 |
| Releasing Graph Neural Networks with Differential Privacy Guarantees | Sep 18, 2021 | Knowledge DistillationPrivacy Preserving | CodeCode Available | 0 |
| Achieving Model Fairness in Vertical Federated Learning | Sep 17, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| A Fairness Analysis on Private Aggregation of Teacher Ensembles | Sep 17, 2021 | FairnessPrivacy Preserving | —Unverified | 0 |
| SaCoFa: Semantics-aware Control-flow Anonymization for Process Mining | Sep 17, 2021 | Privacy Preserving | CodeCode Available | 0 |
| Reinforcement Learning on Encrypted Data | Sep 16, 2021 | Privacy Preservingreinforcement-learning | —Unverified | 0 |
| AMI-FML: A Privacy-Preserving Federated Machine Learning Framework for AMI | Sep 13, 2021 | BIG-bench Machine Learningenergy management | —Unverified | 0 |
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | Sep 12, 2021 | Federated LearningNews Recommendation | CodeCode Available | 1 |
| Federated Ensemble Model-based Reinforcement Learning in Edge Computing | Sep 12, 2021 | Autonomous Drivingcontinuous-control | —Unverified | 0 |
| Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving | Sep 11, 2021 | News GenerationNews Recommendation | —Unverified | 0 |
| Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies | Sep 9, 2021 | BenchmarkingFederated Learning | CodeCode Available | 0 |
| A Privacy-Preserving Image Retrieval Scheme Using A Codebook Generated From Independent Plain-Image Dataset | Sep 4, 2021 | Image RetrievalPrivacy Preserving | —Unverified | 0 |
| FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning | Sep 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Robust Privacy-Preserving Motion Detection and Object Tracking in Encrypted Streaming Video | Aug 30, 2021 | Motion DetectionMoving Object Detection | —Unverified | 0 |
| Selective Differential Privacy for Language Modeling | Aug 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Privacy-preserving Machine Learning for Medical Image Classification | Aug 29, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| CAPE: Context-Aware Private Embeddings for Private Language Learning | Aug 27, 2021 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room | Aug 26, 2021 | 2D Human Pose EstimationInstance Segmentation | CodeCode Available | 0 |
| PIVODL: Privacy-preserving vertical federated learning over distributed labels | Aug 25, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Mitigating Statistical Bias within Differentially Private Synthetic Data | Aug 24, 2021 | Privacy Preserving | —Unverified | 0 |
| Federated Learning for Privacy-Preserving Open Innovation Future on Digital Health | Aug 24, 2021 | Federated LearningPrivacy Preserving | —Unverified | 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 |
| Learning Federated Representations and Recommendations with Limited Negatives | Aug 18, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data | Aug 18, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Towards Secure and Practical Machine Learning via Secret Sharing and Random Permutation | Aug 17, 2021 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning | Aug 16, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Blockchain-based Trustworthy Federated Learning Architecture | Aug 16, 2021 | FairnessFederated Learning | —Unverified | 0 |
| LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis | Aug 14, 2021 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Effective and Privacy preserving Tabular Data Synthesizing | Aug 11, 2021 | AttributePrivacy Preserving | —Unverified | 0 |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | Aug 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Machine Learning: Methods, Challenges and Directions | Aug 10, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| FederatedNILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring based on Federated Deep Learning | Aug 8, 2021 | Deep LearningFederated Learning | —Unverified | 0 |
| Secure and Privacy-Preserving Federated Learning via Co-Utility | Aug 4, 2021 | Federated LearningManagement | —Unverified | 0 |
| Anonymisation Models for Text Data: State of the art, Challenges and Future Directions | Aug 1, 2021 | PositionPrivacy Preserving | CodeCode Available | 0 |
| Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness | Jul 30, 2021 | Distributed ComputingEdge-computing | —Unverified | 0 |
| Secure Bayesian Federated Analytics for Privacy-Preserving Trend Detection | Jul 28, 2021 | Decision MakingEdge-computing | —Unverified | 0 |
| Feature Fusion Methods for Indexing and Retrieval of Biometric Data: Application to Face Recognition with Privacy Protection | Jul 27, 2021 | Face RecognitionPrivacy Preserving | —Unverified | 0 |
| Fully Homomorphically Encrypted Deep Learning as a Service | Jul 26, 2021 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Sisyphus: A Cautionary Tale of Using Low-Degree Polynomial Activations in Privacy-Preserving Deep Learning | Jul 26, 2021 | Privacy PreservingPrivacy Preserving Deep Learning | CodeCode Available | 0 |
| Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling | Jul 24, 2021 | Autonomous DrivingLearning Theory | —Unverified | 0 |