| pvCNN: Privacy-Preserving and Verifiable Convolutional Neural Network Testing | Jan 23, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning | Nov 28, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence | Nov 18, 2021 | COVID-19 DiagnosisDiagnostic | CodeCode Available | 1 |
| FedSim: Similarity guided model aggregation for Federated Learning | Nov 2, 2021 | Federated Learningmodel | CodeCode Available | 1 |
| FedFly: Towards Migration in Edge-based Distributed Federated Learning | Nov 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Masked LARk: Masked Learning, Aggregation and Reporting worKflow | Oct 27, 2021 | Privacy Preserving | CodeCode Available | 1 |
| DistFL: Distribution-aware Federated Learning for Mobile Scenarios | Oct 22, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models | Oct 16, 2021 | ClassificationDomain Generalization | CodeCode Available | 1 |
| Communication-Efficient Federated Learning with Binary Neural Networks | Oct 5, 2021 | BinarizationFederated Learning | CodeCode Available | 1 |
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | Sep 12, 2021 | Federated LearningNews Recommendation | CodeCode Available | 1 |
| FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning | Sep 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Selective Differential Privacy for Language Modeling | Aug 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data | Aug 18, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | Aug 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Fully Homomorphically Encrypted Deep Learning as a Service | Jul 26, 2021 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| DeceFL: A Principled Decentralized Federated Learning Framework | Jul 15, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 |
| RoFL: Robustness of Secure Federated Learning | Jul 7, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease | Jul 7, 2021 | Action RecognitionData Augmentation | CodeCode Available | 1 |
| Gradient-Leakage Resilient Federated Learning | Jul 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| An Efficient Approach for Cross-Silo Federated Learning to Rank | Jun 21, 2021 | Federated LearningLearning-To-Rank | CodeCode Available | 1 |
| Federated Learning with Spiking Neural Networks | Jun 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FL-Market: Trading Private Models in Federated Learning | Jun 8, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Antipodes of Label Differential Privacy: PATE and ALIBI | Jun 7, 2021 | Bayesian InferenceMemorization | CodeCode Available | 1 |
| Differential Privacy for Text Analytics via Natural Text Sanitization | Jun 2, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
