| Privacy-Preserving Speech Representation Learning using Vector Quantization | Mar 15, 2022 | Privacy PreservingQuantization | —Unverified | 0 |
| Communication-Efficient Federated Distillation with Active Data Sampling | Mar 14, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation | Mar 12, 2022 | Federated LearningHyperparameter Optimization | —Unverified | 0 |
| No Free Lunch Theorem for Security and Utility in Federated Learning | Mar 11, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedSyn: Synthetic Data Generation using Federated Learning | Mar 11, 2022 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Federated Remote Physiological Measurement with Imperfect Data | Mar 11, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Similarity-based Label Inference Attack against Training and Inference of Split Learning | Mar 10, 2022 | ClusteringInference Attack | —Unverified | 0 |
| Conditional Synthetic Data Generation for Personal Thermal Comfort Models | Mar 10, 2022 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Training privacy-preserving video analytics pipelines by suppressing features that reveal information about private attributes | Mar 5, 2022 | AttributeEmotion Recognition | CodeCode Available | 0 |
| Towards Efficient and Stable K-Asynchronous Federated Learning with Unbounded Stale Gradients on Non-IID Data | Mar 2, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Faking feature importance: A cautionary tale on the use of differentially-private synthetic data | Mar 2, 2022 | Feature ImportancePrivacy Preserving | —Unverified | 0 |
| FedREP: Towards Horizontal Federated Load Forecasting for Retail Energy Providers | Mar 1, 2022 | Federated LearningLoad Forecasting | —Unverified | 0 |
| Estimating Model Performance on External Samples from Their Limited Statistical Characteristics | Feb 28, 2022 | Privacy Preserving | CodeCode Available | 0 |
| Privacy-preserving machine learning with tensor networks | Feb 24, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| How reparametrization trick broke differentially-private text representation learning | Feb 24, 2022 | Privacy PreservingRepresentation Learning | CodeCode Available | 0 |
| Differential privacy for symmetric log-concave mechanisms | Feb 23, 2022 | Privacy Preserving | CodeCode Available | 0 |
| FlowSense: Monitoring Airflow in Building Ventilation Systems Using Audio Sensing | Feb 22, 2022 | Privacy Preservingspeech-recognition | CodeCode Available | 0 |
| Privacy-Preserving In-Bed Pose Monitoring: A Fusion and Reconstruction Study | Feb 22, 2022 | Generative Adversarial NetworkPose Estimation | —Unverified | 0 |
| Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset | Feb 21, 2022 | Privacy Preserving | CodeCode Available | 0 |
| Collusion Resistant Federated Learning with Oblivious Distributed Differential Privacy | Feb 20, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices | Feb 16, 2022 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| SecGNN: Privacy-Preserving Graph Neural Network Training and Inference as a Cloud Service | Feb 16, 2022 | Cloud ComputingGraph Neural Network | —Unverified | 0 |
| Fair Division with Money and Prices | Feb 16, 2022 | Privacy Preserving | —Unverified | 0 |
| Differential Privacy and Fairness in Decisions and Learning Tasks: A Survey | Feb 16, 2022 | FairnessPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Visual Question Answering | Feb 15, 2022 | Privacy PreservingQuestion Answering | —Unverified | 0 |