| Tempered Sigmoid Activations for Deep Learning with Differential Privacy | Jul 28, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Anonymizing Machine Learning Models | Jul 26, 2020 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Human Pose Estimation on Privacy-Preserving Low-Resolution Depth Images | Jul 16, 2020 | 2D Human Pose EstimationPose Estimation | CodeCode Available | 1 |
| Defending against Backdoors in Federated Learning with Robust Learning Rate | Jul 7, 2020 | Backdoor AttackFederated Learning | CodeCode Available | 1 |
| Personalized Federated Learning with Moreau Envelopes | Jun 16, 2020 | DiversityFederated Learning | CodeCode Available | 1 |
| LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection | Jun 14, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Locally Private Graph Neural Networks | Jun 9, 2020 | Federated LearningNode Classification | CodeCode Available | 1 |
| ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing | Jun 8, 2020 | CPUFederated Learning | CodeCode Available | 1 |
| A Distributed Trust Framework for Privacy-Preserving Machine Learning | Jun 3, 2020 | BIG-bench Machine LearningData Poisoning | CodeCode Available | 1 |
| Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data | May 29, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Distributed Optimization via Subspace Perturbation: A General Framework | Apr 29, 2020 | Distributed OptimizationPrivacy Preserving | CodeCode Available | 1 |
| Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks | Apr 28, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Transfer Learning for EEG Signal Classification | Apr 26, 2020 | ClassificationDomain Adaptation | CodeCode Available | 1 |
| A Privacy-Preserving Distributed Architecture for Deep-Learning-as-a-Service | Mar 30, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving News Recommendation Model Learning | Mar 21, 2020 | ArticlesFederated Learning | CodeCode Available | 1 |
| Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach | Mar 19, 2020 | ClusteringFederated Learning | CodeCode Available | 1 |
| Can We Use Split Learning on 1D CNN Models for Privacy Preserving Training? | Mar 16, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Ternary Compression for Communication-Efficient Federated Learning | Mar 7, 2020 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data Generation | Feb 26, 2020 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| PrivacyFL: A simulator for privacy-preserving and secure federated learning | Feb 19, 2020 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| 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 data sharing via probabilistic modelling | Dec 10, 2019 | Privacy PreservingSynthetic Data Generation | CodeCode Available | 1 |
| Privacy-Preserving Gradient Boosting Decision Trees | Nov 11, 2019 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation | Oct 29, 2019 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification | Sep 13, 2019 | Federated LearningGeneral Classification | CodeCode Available | 1 |