| 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 |