| 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 |
| pvCNN: Privacy-Preserving and Verifiable Convolutional Neural Network Testing | Jan 23, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Caring Without Sharing: A Federated Learning Crowdsensing Framework for Diversifying Representation of Cities | Jan 20, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| SCOTCH: An Efficient Secure Computation Framework for Secure Aggregation | Jan 19, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Aware Human Mobility Prediction via Adversarial Networks | Jan 19, 2022 | PredictionPrivacy Preserving | —Unverified | 0 |
| Communication-Efficient Device Scheduling for Federated Learning Using Stochastic Optimization | Jan 19, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis | Jan 18, 2022 | Domain AdaptationInference Attack | —Unverified | 0 |
| Differentially Private Reinforcement Learning with Linear Function Approximation | Jan 18, 2022 | Privacy Preservingreinforcement-learning | —Unverified | 0 |
| Fairness in Federated Learning for Spatial-Temporal Applications | Jan 17, 2022 | FairnessFederated Learning | —Unverified | 0 |
| FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks | Jan 16, 2022 | BenchmarkingFederated Learning | —Unverified | 0 |
| Demystifying Swarm Learning: A New Paradigm of Blockchain-based Decentralized Federated Learning | Jan 14, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards a Data Privacy-Predictive Performance Trade-off | Jan 13, 2022 | De-identificationPrivacy Preserving | —Unverified | 0 |
| LoMar: A Local Defense Against Poisoning Attack on Federated Learning | Jan 8, 2022 | Density EstimationEdge-computing | —Unverified | 0 |
| ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems | Jan 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction | Jan 8, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones | Jan 3, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Exploring Domain-Invariant Parameters for Source Free Domain Adaptation | Jan 1, 2022 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Partial Localization | Jan 1, 2022 | Privacy Preserving | —Unverified | 0 |
| GenShare: Sharing Accurate Differentially-Private Statistics for Genomic Datasets with Dependent Tuples | Dec 30, 2021 | Privacy Preserving | —Unverified | 0 |
| DP-FP: Differentially Private Forward Propagation for Large Models | Dec 29, 2021 | Privacy PreservingPrivacy Preserving Deep Learning | —Unverified | 0 |
| Towards Transactive Energy: An Analysis of Information-related Practical Issues | Dec 28, 2021 | Privacy Preserving | —Unverified | 0 |
| MPCLeague: Robust MPC Platform for Privacy-Preserving Machine Learning | Dec 26, 2021 | BenchmarkingBIG-bench Machine Learning | —Unverified | 0 |
| SoK: Privacy-preserving Deep Learning with Homomorphic Encryption | Dec 23, 2021 | Deep LearningPrivacy Preserving | —Unverified | 0 |
| Sparsified Secure Aggregation for Privacy-Preserving Federated Learning | Dec 23, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Synthetic Data and Simulators for Recommendation Systems: Current State and Future Directions | Dec 21, 2021 | Dataset GenerationPrivacy Preserving | —Unverified | 0 |
| Distributed Machine Learning and the Semblance of Trust | Dec 21, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |