| Enabling Efficient Privacy-Assured Outlier Detection over Encrypted Incremental Datasets | Nov 14, 2019 | Anomaly DetectionOutlier Detection | —Unverified | 0 |
| Asynchronous Distributed Learning from Constraints | Nov 13, 2019 | Document ClassificationPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion? | Nov 12, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Achieving Differential Privacy in Vertically Partitioned Multiparty Learning | Nov 11, 2019 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Multiple Tensor Factorization for Synthesizing Large-Scale Location Traces with Cluster-Specific Features | Nov 11, 2019 | Privacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Gradient Boosting Decision Trees | Nov 11, 2019 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| Privacy-Preserving Generalized Linear Models using Distributed Block Coordinate Descent | Nov 8, 2019 | Privacy Preserving | CodeCode Available | 0 |
| Theoretical Guarantees for Model Auditing with Finite Adversaries | Nov 8, 2019 | modelPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Gaze Estimation using Synthetic Images via a Randomized Encoding Based Framework | Nov 6, 2019 | Gaze EstimationPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Threat Hunting in Smart Home Environments | Nov 6, 2019 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Machine Learning Using EtC Images | Nov 1, 2019 | BIG-bench Machine LearningDimensionality Reduction | —Unverified | 0 |
| Federated Learning with Differential Privacy: Algorithms and Performance Analysis | Nov 1, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Efficient Privacy-Preserving Stochastic Nonconvex Optimization | Oct 30, 2019 | Privacy Preserving | —Unverified | 0 |
| Noiseless Privacy | Oct 29, 2019 | Privacy PreservingQuantization | —Unverified | 0 |
| Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation | Oct 29, 2019 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Substra: a framework for privacy-preserving, traceable and collaborative Machine Learning | Oct 25, 2019 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Stochastic Channel-Based Federated Learning for Medical Data Privacy Preserving | Oct 23, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy- and Utility-Preserving Textual Analysis via Calibrated Multivariate Perturbations | Oct 20, 2019 | Privacy Preserving | CodeCode Available | 0 |
| Privacy-preserving Federated Bayesian Learning of a Generative Model for Imbalanced Classification of Clinical Data | Oct 18, 2019 | Data IntegrationDimensionality Reduction | —Unverified | 0 |
| Federated Generative Privacy | Oct 18, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A blockchain-orchestrated Federated Learning architecture for healthcare consortia | Oct 12, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| ABCDP: Approximate Bayesian Computation with Differential Privacy | Oct 11, 2019 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Multi-Party Contextual Bandits | Oct 11, 2019 | Multi-Armed BanditsPrivacy Preserving | —Unverified | 0 |
| Privacy-preserving and yet Robust Collaborative Filtering Recommender as a Service | Oct 9, 2019 | Collaborative FilteringPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Stochastic Channel-Based Federated Learning with Neural Network Pruning | Oct 4, 2019 | Federated LearningNetwork Pruning | —Unverified | 0 |
| Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints | Oct 4, 2019 | ClusteringFederated Learning | CodeCode Available | 0 |
| PPGAN: Privacy-preserving Generative Adversarial Network | Oct 4, 2019 | Generative Adversarial NetworkPrivacy Preserving | —Unverified | 0 |
| PINFER: Privacy-Preserving Inference for Machine Learning | Oct 4, 2019 | BIG-bench Machine LearningGeneral Classification | —Unverified | 0 |
| Privacy-preserving Federated Brain Tumour Segmentation | Oct 2, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Image Queries for Camera Localization | Oct 1, 2019 | Camera LocalizationCamera Pose Estimation | —Unverified | 0 |
| Federated User Representation Learning | Sep 27, 2019 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-preserving Representation Learning by Disentanglement | Sep 25, 2019 | AttributeDisentanglement | —Unverified | 0 |
| Goten: GPU-Outsourcing Trusted Execution of Neural Network Training and Prediction | Sep 25, 2019 | GPUPrivacy Preserving | CodeCode Available | 0 |
| Multi-Step Decentralized Domain Adaptation | Sep 25, 2019 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| Making the Shoe Fit: Architectures, Initializations, and Tuning for Learning with Privacy | Sep 25, 2019 | Privacy Preserving | —Unverified | 0 |
| Challenges of Privacy-Preserving Machine Learning in IoT | Sep 21, 2019 | BIG-bench Machine LearningCloud Computing | —Unverified | 0 |
| Learning to Conceal: A Deep Learning Based Method for Preserving Privacy and Avoiding Prejudice | Sep 19, 2019 | Privacy Preserving | —Unverified | 0 |
| Emotion Filtering at the Edge | Sep 18, 2019 | Privacy PreservingRaspberry Pi 4 | —Unverified | 0 |
| Towards Efficient and Secure Delivery of Data for Deep Learning with Privacy-Preserving | Sep 17, 2019 | Deep LearningPrivacy Preserving | CodeCode Available | 0 |
| Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification | Sep 13, 2019 | Federated LearningGeneral Classification | CodeCode Available | 1 |
| HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography | Sep 11, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Privacy-Preserving Bandits | Sep 10, 2019 | Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION | CodeCode Available | 0 |
| Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images | Sep 9, 2019 | Medical Image AnalysisPrivacy Preserving | —Unverified | 0 |
| DeepObfuscator: Obfuscating Intermediate Representations with Privacy-Preserving Adversarial Learning on Smartphones | Sep 9, 2019 | General ClassificationImage Classification | —Unverified | 0 |
| Extreme Low Resolution Activity Recognition with Confident Spatial-Temporal Attention Transfer | Sep 9, 2019 | Activity RecognitionPrivacy Preserving | —Unverified | 0 |
| Key Protected Classification for Collaborative Learning | Aug 27, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis | Aug 26, 2019 | Computational PhenotypingPrivacy Preserving | —Unverified | 0 |
| No Peeking through My Windows: Conserving Privacy in Personal Drones | Aug 26, 2019 | object-detectionObject Detection | —Unverified | 0 |
| Successive Point-of-Interest Recommendation with Local Differential Privacy | Aug 26, 2019 | Privacy PreservingRecommendation Systems | —Unverified | 0 |
| A Novel Privacy-Preserving Deep Learning Scheme without Using Cryptography Component | Aug 21, 2019 | Privacy PreservingPrivacy Preserving Deep Learning | —Unverified | 0 |