| DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data Generation | Feb 26, 2020 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| Optimizing Privacy-Preserving Outsourced Convolutional Neural Network Predictions | Feb 22, 2020 | Medical Image AnalysisPrediction | —Unverified | 0 |
| Anonymizing Data for Privacy-Preserving Federated Learning | Feb 21, 2020 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| PrivacyFL: A simulator for privacy-preserving and secure federated learning | Feb 19, 2020 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Extra-Trees with Privacy Preserving | Feb 18, 2020 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Distributed Sketching Methods for Privacy Preserving Regression | Feb 16, 2020 | Computational EfficiencyPrivacy Preserving | —Unverified | 0 |
| MAGNETO: Fingerprinting USB Flash Drives via Unintentional Magnetic Emissions | Feb 14, 2020 | Privacy Preserving | —Unverified | 0 |
| High Performance Logistic Regression for Privacy-Preserving Genome Analysis | Feb 13, 2020 | Privacy Preservingregression | CodeCode Available | 0 |
| Privacy-Preserving Image Classification in the Local Setting | Feb 9, 2020 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Privacy-Preserving Boosting in the Local Setting | Feb 6, 2020 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Secure Social Recommendation based on Secret Sharing | Feb 6, 2020 | Privacy PreservingRecommendation Systems | —Unverified | 0 |
| Privacy Preserving PCA for Multiparty Modeling | Feb 6, 2020 | Fraud DetectionPrivacy Preserving | —Unverified | 0 |
| Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework | Feb 5, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Image Sharing via Sparsifying Layers on Convolutional Groups | Feb 4, 2020 | Privacy Preserving | CodeCode Available | 0 |
| CryptoSPN: Privacy-preserving Sum-Product Network Inference | Feb 3, 2020 | Privacy Preserving | —Unverified | 0 |
| Multi-Participant Multi-Class Vertical Federated Learning | Jan 30, 2020 | feature selectionFederated Learning | —Unverified | 0 |
| FOCUS: Dealing with Label Quality Disparity in Federated Learning | Jan 29, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Gaussian Process Regression -- A Modular Approach to the Application of Homomorphic Encryption | Jan 28, 2020 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Bilevel Optimization for Differentially Private Optimization in Energy Systems | Jan 26, 2020 | Bilevel OptimizationPrivacy Preserving | —Unverified | 0 |
| A Federated Deep Learning Framework for Privacy Preservation and Communication Efficiency | Jan 22, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Stratified cross-validation for unbiased and privacy-preserving federated learning | Jan 22, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Secure and Robust Machine Learning for Healthcare: A Survey | Jan 21, 2020 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results | Jan 16, 2020 | Domain AdaptationFederated Learning | CodeCode Available | 1 |
| Privacy-Preserving Deep Learning Computation for Geo-Distributed Medical Big-Data Platforms | Jan 9, 2020 | Deep LearningPrivacy Preserving | —Unverified | 0 |
| Secure multiparty computations in floating-point arithmetic | Jan 9, 2020 | AllMathematical Proofs | —Unverified | 0 |
| Federated Learning for Localization: A Privacy-Preserving Crowdsourcing Method | Jan 7, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Outsourced Bayesian Optimization | Jan 1, 2020 | Bayesian OptimizationPrivacy Preserving | —Unverified | 0 |
| Reinforcement Learning with Differential Privacy | Jan 1, 2020 | Decision MakingPrivacy Preserving | —Unverified | 0 |
| Robust Aggregation for Federated Learning | Dec 31, 2019 | Additive modelsFederated Learning | CodeCode Available | 0 |
| privGAN: Protecting GANs from membership inference attacks at low cost | Dec 31, 2019 | Privacy Preserving | CodeCode Available | 0 |
| Differentially Private M-band Wavelet-Based Mechanisms in Machine Learning Environments | Dec 30, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification | Dec 29, 2019 | General ClassificationPrivacy Preserving | —Unverified | 0 |
| Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer | Dec 24, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Learning to Prevent Leakage: Privacy-Preserving Inference in the Mobile Cloud | Dec 18, 2019 | Neural Architecture SearchPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Collaborative Operation of Networked Microgrids with the Local Utility Grid Based on Enhanced Benders Decomposition | Dec 13, 2019 | Decision MakingPrivacy Preserving | —Unverified | 0 |
| HybridAlpha: An Efficient Approach for Privacy-Preserving Federated Learning | Dec 12, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Blockchain Based Federated Learning with Differential Data Sharing | Dec 10, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-preserving data sharing via probabilistic modelling | Dec 10, 2019 | Privacy PreservingSynthetic Data Generation | CodeCode Available | 1 |
| Privacy-Preserving Inference in Machine Learning Services Using Trusted Execution Environments | Dec 7, 2019 | BIG-bench Machine LearningCPU | CodeCode Available | 0 |
| An Empirical Study on the Intrinsic Privacy of SGD | Dec 5, 2019 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Trident: Efficient 4PC Framework for Privacy Preserving Machine Learning | Dec 5, 2019 | BenchmarkingBIG-bench Machine Learning | —Unverified | 0 |
| Privacy-Preserving Classification of Personal Text Messages with Secure Multi-Party Computation | Dec 1, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Privacy-Preserving Q-Learning with Functional Noise in Continuous Spaces | Dec 1, 2019 | Privacy PreservingQ-Learning | CodeCode Available | 0 |
| Partially Encrypted Deep Learning using Functional Encryption | Dec 1, 2019 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 |
| Federated Learning for Ranking Browser History Suggestions | Nov 26, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy preserving Neural Network Inference on Encrypted Data with GPUs | Nov 26, 2019 | BIG-bench Machine LearningCloud Computing | —Unverified | 0 |
| PPSM: A Privacy-Preserving Stackelberg Mechanism: Privacy Guarantees for the Coordination of Sequential Electricity and Gas Markets | Nov 22, 2019 | Privacy Preserving | —Unverified | 0 |
| Privacy-preserving parametric inference: a case for robust statistics | Nov 22, 2019 | Privacy Preserving | —Unverified | 0 |
| Adversarial Learning of Privacy-Preserving and Task-Oriented Representations | Nov 22, 2019 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Glyph: Fast and Accurately Training Deep Neural Networks on Encrypted Data | Nov 16, 2019 | Privacy PreservingTransfer Learning | —Unverified | 0 |