| Locally Differentially Private Distributed Deep Learning via Knowledge Distillation | Feb 7, 2022 | Deep LearningKnowledge Distillation | 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 |
| Efficient Privacy Preserving Logistic Regression for Horizontally Distributed Data | Feb 5, 2022 | Privacy Preservingregression | —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 |
| Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning | Feb 5, 2022 | Emotion RecognitionFederated Learning | CodeCode Available | 1 |
| Privacy-Aware Crowd Labelling for Machine Learning Tasks | Feb 3, 2022 | BIG-bench Machine LearningDiversity | —Unverified | 0 |
| Comparative assessment of federated and centralized machine learning | Feb 3, 2022 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Improved Regret for Differentially Private Exploration in Linear MDP | Feb 2, 2022 | Decision MakingPrivacy Preserving | —Unverified | 0 |
| Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs | Feb 1, 2022 | Graph LearningPrivacy 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 |
| Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors | Jan 31, 2022 | Anomaly DetectionBinary Classification | —Unverified | 0 |
| Heterogeneous Federated Learning via Grouped Sequential-to-Parallel Training | Jan 31, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Lessons from the AdKDD'21 Privacy-Preserving ML Challenge | Jan 31, 2022 | Privacy Preserving | —Unverified | 0 |
| Challenges and approaches to privacy preserving post-click conversion prediction | Jan 29, 2022 | Privacy Preserving | —Unverified | 0 |
| Volley Revolver: A Novel Matrix-Encoding Method for Privacy-Preserving Neural Networks (Inference) | Jan 29, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Privacy-Preserving Logistic Regression Training with A Faster Gradient Variant | Jan 26, 2022 | Privacy Preservingregression | CodeCode Available | 0 |
| An Overview of Compressible and Learnable Image Transformation with Secret Key and Its Applications | Jan 26, 2022 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Differentially-Private Heat and Electricity Markets Coordination | Jan 25, 2022 | Privacy PreservingTime Series | —Unverified | 0 |
| Pre-Trained Language Transformers are Universal Image Classifiers | Jan 25, 2022 | Binary ClassificationClassification | —Unverified | 0 |
| Stochastic Coded Federated Learning with Convergence and Privacy Guarantees | Jan 25, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards Private Learning on Decentralized Graphs with Local Differential Privacy | Jan 23, 2022 | BenchmarkingGraph Learning | —Unverified | 0 |