| SwiftAgg+: Achieving Asymptotically Optimal Communication Loads in Secure Aggregation for Federated Learning | Mar 24, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Addressing Client Drift in Federated Continual Learning with Adaptive Optimization | Mar 24, 2022 | Continual LearningFederated Learning | —Unverified | 0 |
| Privacy-Preserving Personalized Fitness Recommender System (P3FitRec): A Multi-level Deep Learning Approach | Mar 23, 2022 | Privacy PreservingRecommendation Systems | CodeCode Available | 0 |
| SPRITE: A Scalable Privacy-Preserving and Verifiable Collaborative Learning for Industrial IoT | Mar 22, 2022 | Privacy Preserving | —Unverified | 0 |
| Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers | Mar 19, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Reinforcement Learning Beyond Expectation | Mar 18, 2022 | Decision MakingPrivacy Preserving | —Unverified | 0 |
| Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation | Mar 17, 2022 | Entity EmbeddingsFederated Learning | CodeCode Available | 1 |
| Privacy-preserving Online AutoML for Domain-Specific Face Detection | Mar 16, 2022 | AutoMLFace Detection | —Unverified | 0 |
| Privacy-Preserving Speech Representation Learning using Vector Quantization | Mar 15, 2022 | Privacy PreservingQuantization | —Unverified | 0 |
| Generating Privacy-Preserving Process Data with Deep Generative Models | Mar 15, 2022 | Privacy PreservingRepresentation Learning | —Unverified | 0 |
| Securing the Classification of COVID-19 in Chest X-ray Images: A Privacy-Preserving Deep Learning Approach | Mar 15, 2022 | Privacy PreservingPrivacy Preserving Deep Learning | —Unverified | 0 |
| Communication-Efficient Federated Distillation with Active Data Sampling | Mar 14, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation | Mar 12, 2022 | Federated LearningHyperparameter Optimization | —Unverified | 0 |
| FedSyn: Synthetic Data Generation using Federated Learning | Mar 11, 2022 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| No Free Lunch Theorem for Security and Utility in Federated Learning | Mar 11, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Federated Remote Physiological Measurement with Imperfect Data | Mar 11, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Similarity-based Label Inference Attack against Training and Inference of Split Learning | Mar 10, 2022 | ClusteringInference Attack | —Unverified | 0 |
| Conditional Synthetic Data Generation for Personal Thermal Comfort Models | Mar 10, 2022 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Training privacy-preserving video analytics pipelines by suppressing features that reveal information about private attributes | Mar 5, 2022 | AttributeEmotion Recognition | CodeCode Available | 0 |
| Faking feature importance: A cautionary tale on the use of differentially-private synthetic data | Mar 2, 2022 | Feature ImportancePrivacy Preserving | —Unverified | 0 |
| Towards Efficient and Stable K-Asynchronous Federated Learning with Unbounded Stale Gradients on Non-IID Data | Mar 2, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedREP: Towards Horizontal Federated Load Forecasting for Retail Energy Providers | Mar 1, 2022 | Federated LearningLoad Forecasting | —Unverified | 0 |
| Estimating Model Performance on External Samples from Their Limited Statistical Characteristics | Feb 28, 2022 | Privacy Preserving | CodeCode Available | 0 |
| Privacy-preserving machine learning with tensor networks | Feb 24, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| How reparametrization trick broke differentially-private text representation learning | Feb 24, 2022 | Privacy PreservingRepresentation Learning | CodeCode Available | 0 |
| Differential privacy for symmetric log-concave mechanisms | Feb 23, 2022 | Privacy Preserving | CodeCode Available | 0 |
| FlowSense: Monitoring Airflow in Building Ventilation Systems Using Audio Sensing | Feb 22, 2022 | Privacy Preservingspeech-recognition | CodeCode Available | 0 |
| Privacy-Preserving In-Bed Pose Monitoring: A Fusion and Reconstruction Study | Feb 22, 2022 | Generative Adversarial NetworkPose Estimation | —Unverified | 0 |
| Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset | Feb 21, 2022 | Privacy Preserving | CodeCode Available | 0 |
| Collusion Resistant Federated Learning with Oblivious Distributed Differential Privacy | Feb 20, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fair Division with Money and Prices | Feb 16, 2022 | Privacy Preserving | —Unverified | 0 |
| No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices | Feb 16, 2022 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| SecGNN: Privacy-Preserving Graph Neural Network Training and Inference as a Cloud Service | Feb 16, 2022 | Cloud ComputingGraph Neural Network | —Unverified | 0 |
| Differential Privacy and Fairness in Decisions and Learning Tasks: A Survey | Feb 16, 2022 | FairnessPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Visual Question Answering | Feb 15, 2022 | Privacy PreservingQuestion Answering | —Unverified | 0 |
| OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification | Feb 15, 2022 | Federated LearningInference Attack | CodeCode Available | 1 |
| UA-FedRec: Untargeted Attack on Federated News Recommendation | Feb 14, 2022 | Federated LearningNews Recommendation | CodeCode Available | 1 |
| Do Gradient Inversion Attacks Make Federated Learning Unsafe? | Feb 14, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| NeuroMixGDP: A Neural Collapse-Inspired Random Mixup for Private Data Release | Feb 14, 2022 | Data AugmentationPrivacy Preserving | CodeCode Available | 0 |
| Privacy-preserving Generative Framework Against Membership Inference Attacks | Feb 11, 2022 | Privacy Preserving | —Unverified | 0 |
| Differential Private Knowledge Transfer for Privacy-Preserving Cross-Domain Recommendation | Feb 10, 2022 | Privacy PreservingRecommendation Systems | —Unverified | 0 |
| Backpropagation Clipping for Deep Learning with Differential Privacy | Feb 10, 2022 | Deep LearningPrivacy Preserving | CodeCode Available | 0 |
| FedQAS: Privacy-aware machine reading comprehension with federated learning | Feb 9, 2022 | Conversational Question AnsweringFederated Learning | CodeCode Available | 0 |
| Identifying Backdoor Attacks in Federated Learning via Anomaly Detection | Feb 9, 2022 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| SwiftAgg: Communication-Efficient and Dropout-Resistant Secure Aggregation for Federated Learning with Worst-Case Security Guarantees | Feb 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning | Feb 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| PrivFair: a Library for Privacy-Preserving Fairness Auditing | Feb 8, 2022 | FairnessPrivacy Preserving | CodeCode Available | 0 |
| CECILIA: Comprehensive Secure Machine Learning Framework | Feb 7, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| More is Better (Mostly): On the Backdoor Attacks in Federated Graph Neural Networks | Feb 7, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Lossy Compression of Noisy Data for Private and Data-Efficient Learning | Feb 7, 2022 | Gender ClassificationPrivacy Preserving | —Unverified | 0 |