| 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 |
