| 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 |
| Fast Federated Learning by Balancing Communication Trade-Offs | May 23, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning | May 21, 2021 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| Differentially Private Federated Knowledge Graphs Embedding | May 17, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| EasyFL: A Low-code Federated Learning Platform For Dummies | May 17, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| PPFL: Privacy-preserving Federated Learning with Trusted Execution Environments | Apr 29, 2021 | CPUFederated Learning | CodeCode Available | 1 |
| Privacy-Preserving Portrait Matting | Apr 29, 2021 | Image MattingPrivacy Preserving | CodeCode Available | 1 |
| CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU | Apr 22, 2021 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| Risk score learning for COVID-19 contact tracing apps | Apr 17, 2021 | Privacy Preserving | CodeCode Available | 1 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 |
| How Privacy-Preserving are Line Clouds? Recovering Scene Details from 3D Lines | Mar 8, 2021 | Camera Pose EstimationPose Estimation | CodeCode Available | 1 |
| PFA: Privacy-preserving Federated Adaptation for Effective Model Personalization | Mar 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Quantifying and Mitigating Privacy Risks of Contrastive Learning | Feb 8, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Adversarial Stylometry in the Wild: Transferable Lexical Substitution Attacks on Author Profiling | Jan 27, 2021 | Author ProfilingPrivacy Preserving | CodeCode Available | 1 |
| NN-EMD: Efficiently Training Neural Networks using Encrypted Multi-Sourced Datasets | Dec 18, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive Evaluation | Nov 29, 2020 | Computed Tomography (CT)Image Generation | CodeCode Available | 1 |
| Privacy-preserving Collaborative Learning with Automatic Transformation Search | Nov 25, 2020 | Data AugmentationPrivacy Preserving | CodeCode Available | 1 |
| KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation | Nov 19, 2020 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| Asymmetric Private Set Intersection with Applications to Contact Tracing and Private Vertical Federated Machine Learning | Nov 18, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Synthetic Data -- Anonymisation Groundhog Day | Nov 13, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving XGBoost Inference | Nov 9, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Learning for Computational Pathology on Gigapixel Whole Slide Images | Sep 21, 2020 | Deep LearningDiagnostic | CodeCode Available | 1 |
| Adversarial Privacy Preserving Graph Embedding against Inference Attack | Aug 30, 2020 | Graph EmbeddingInference Attack | CodeCode Available | 1 |
| Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration | Aug 28, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Performance Optimization for Federated Person Re-identification via Benchmark Analysis | Aug 26, 2020 | Federated LearningKnowledge Distillation | CodeCode Available | 1 |
| Key-Nets: Optical Transformation Convolutional Networks for Privacy Preserving Vision Sensors | Aug 11, 2020 | BIG-bench Machine LearningFace Identification | CodeCode Available | 1 |