| 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 |
| Do Gradient Inversion Attacks Make Federated Learning Unsafe? | Feb 14, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| NeuroMixGDP: A Neural Collapse-Inspired Random Mixup for Private Data Release | Feb 14, 2022 | Data AugmentationPrivacy Preserving | CodeCode Available | 0 |
| Privacy-preserving Generative Framework Against Membership Inference Attacks | Feb 11, 2022 | Privacy Preserving | —Unverified | 0 |
| Differential Private Knowledge Transfer for Privacy-Preserving Cross-Domain Recommendation | Feb 10, 2022 | Privacy PreservingRecommendation Systems | —Unverified | 0 |
| Backpropagation Clipping for Deep Learning with Differential Privacy | Feb 10, 2022 | Deep LearningPrivacy Preserving | CodeCode Available | 0 |
| Identifying Backdoor Attacks in Federated Learning via Anomaly Detection | Feb 9, 2022 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| FedQAS: Privacy-aware machine reading comprehension with federated learning | Feb 9, 2022 | Conversational Question AnsweringFederated Learning | CodeCode Available | 0 |
| PrivFair: a Library for Privacy-Preserving Fairness Auditing | Feb 8, 2022 | FairnessPrivacy Preserving | CodeCode Available | 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 |
| More is Better (Mostly): On the Backdoor Attacks in Federated Graph Neural Networks | Feb 7, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Locally Differentially Private Distributed Deep Learning via Knowledge Distillation | Feb 7, 2022 | Deep LearningKnowledge Distillation | CodeCode Available | 0 |
| Lossy Compression of Noisy Data for Private and Data-Efficient Learning | Feb 7, 2022 | Gender ClassificationPrivacy Preserving | —Unverified | 0 |
| CECILIA: Comprehensive Secure Machine Learning Framework | Feb 7, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| ABG: A Multi-Party Mixed Protocol Framework for Privacy-Preserving Cooperative Learning | Feb 7, 2022 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Energy-Aware Edge Association for Cluster-based Personalized Federated Learning | Feb 6, 2022 | Deep Reinforcement LearningFederated Learning | —Unverified | 0 |
| Linear Model Against Malicious Adversaries with Local Differential Privacy | Feb 5, 2022 | Privacy Preserving | —Unverified | 0 |
| Training Differentially Private Models with Secure Multiparty Computation | Feb 5, 2022 | Privacy Preserving | —Unverified | 0 |
| PrivPAS: A real time Privacy-Preserving AI System and applied ethics | Feb 5, 2022 | EthicsPrivacy Preserving | —Unverified | 0 |
| Efficient Privacy Preserving Logistic Regression for Horizontally Distributed Data | Feb 5, 2022 | Privacy Preservingregression | —Unverified | 0 |
| Comparative assessment of federated and centralized machine learning | Feb 3, 2022 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Privacy-Aware Crowd Labelling for Machine Learning Tasks | Feb 3, 2022 | BIG-bench Machine LearningDiversity | —Unverified | 0 |
| Improved Regret for Differentially Private Exploration in Linear MDP | Feb 2, 2022 | Decision MakingPrivacy Preserving | —Unverified | 0 |
| A Privacy-Preserving Image Retrieval Scheme with a Mixture of Plain and EtC Images | Feb 1, 2022 | Content-Based Image RetrievalImage Retrieval | —Unverified | 0 |
| Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs | Feb 1, 2022 | Graph LearningPrivacy Preserving | —Unverified | 0 |
| Lessons from the AdKDD'21 Privacy-Preserving ML Challenge | Jan 31, 2022 | Privacy Preserving | —Unverified | 0 |