| Temporally coherent video anonymization through GAN inpainting | Jun 4, 2021 | Face AnonymizationGenerative Adversarial Network | —Unverified | 0 |
| Adam in Private: Secure and Fast Training of Deep Neural Networks with Adaptive Moment Estimation | Jun 4, 2021 | Privacy Preserving | —Unverified | 0 |
| Federated Neural Collaborative Filtering | Jun 2, 2021 | Collaborative FilteringFederated Learning | —Unverified | 0 |
| Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access | Jun 2, 2021 | Information RetrievalMedical Question Answering | —Unverified | 0 |
| Communication-Efficient Split Learning Based on Analog Communication and Over the Air Aggregation | Jun 2, 2021 | Collaborative InferencePrivacy Preserving | —Unverified | 0 |
| Differential Privacy for Text Analytics via Natural Text Sanitization | Jun 2, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Privacy-Preserving and Trustable Multi-agent Learning Framework | Jun 2, 2021 | Privacy Preserving | —Unverified | 0 |
| Personalizing Pre-trained Models | Jun 2, 2021 | Continual LearningFew-Shot Learning | —Unverified | 0 |
| An Investigation towards Differentially Private Sequence Tagging in a Federated Framework | Jun 1, 2021 | Federated Learningnamed-entity-recognition | —Unverified | 0 |
| Private Text Classification with Convolutional Neural Networks | Jun 1, 2021 | ClassificationPrivacy Preserving | —Unverified | 0 |
| Building blocks of a task-oriented dialogue system in the healthcare domain | Jun 1, 2021 | Dialogue ManagementManagement | —Unverified | 0 |
| Private Release of Text Embedding Vectors | Jun 1, 2021 | Privacy Preserving | —Unverified | 0 |
| Privacy Regularization: Joint Privacy-Utility Optimization in LanguageModels | Jun 1, 2021 | MemorizationPrivacy Preserving | —Unverified | 0 |
| HEMET: A Homomorphic-Encryption-Friendly Privacy-Preserving Mobile Neural Network Architecture | May 31, 2021 | Privacy Preserving | —Unverified | 0 |
| Unifying Distillation with Personalization in Federated Learning | May 31, 2021 | FairnessFederated Learning | —Unverified | 0 |
| De-identification of Privacy-related Entities in Job Postings | May 24, 2021 | De-identificationMulti-Task Learning | CodeCode Available | 0 |
| Fast Federated Learning by Balancing Communication Trade-Offs | May 23, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| PAL: Intelligence Augmentation using Egocentric Visual Context Detection | May 22, 2021 | ClusteringDeep Learning | —Unverified | 0 |
| HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning | May 21, 2021 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning | May 20, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| A Privacy-Preserving Approach to Extraction of Personal Information through Automatic Annotation and Federated Learning | May 19, 2021 | Federated LearningNER | CodeCode Available | 0 |
| A Lightweight Privacy-Preserving Scheme Using Label-based Pixel Block Mixing for Image Classification in Deep Learning | May 19, 2021 | Data AugmentationDeep Learning | CodeCode Available | 0 |
| EasyFL: A Low-code Federated Learning Platform For Dummies | May 17, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Differentially Private Federated Knowledge Graphs Embedding | May 17, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Privacy-Preserving Graph Convolutional Networks for Text Classification | May 16, 2021 | ClassificationPrivacy Preserving | —Unverified | 0 |
| Private Facial Diagnosis as an Edge Service for Parkinson's DBS Treatment Valuation | May 16, 2021 | Medical DiagnosisPrivacy Preserving | —Unverified | 0 |
| Decision Making with Differential Privacy under a Fairness Lens | May 16, 2021 | Decision MakingFairness | —Unverified | 0 |
| Privacy-Preserving Constrained Domain Generalization via Gradient Alignment | May 14, 2021 | ClassificationDomain Generalization | —Unverified | 0 |
| Privacy-preserving Logistic Regression with Secret Sharing | May 14, 2021 | Privacy Preservingregression | CodeCode Available | 0 |
| The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond | May 12, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| FedGL: Federated Graph Learning Framework with Global Self-Supervision | May 7, 2021 | Federated LearningGraph Learning | —Unverified | 0 |
| Security Protection in Cooperative Control of Multi-agent Systems | May 6, 2021 | Privacy Preserving | —Unverified | 0 |
| Federated Face Recognition | May 6, 2021 | Face RecognitionFederated Learning | —Unverified | 0 |
| Byzantine-Robust and Privacy-Preserving Framework for FedML | May 5, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Federated Multi-View Learning for Private Medical Data Integration and Analysis | May 4, 2021 | Data IntegrationFederated Learning | —Unverified | 0 |
| AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning | May 2, 2021 | BIG-bench Machine LearningData Augmentation | —Unverified | 0 |
| Privacy-Preserving Co-synthesis Against Sensor-Actuator Eavesdropping Intruder | Apr 30, 2021 | Privacy Preserving | —Unverified | 0 |
| 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 |
| Privacy-Preserving Federated Learning on Partitioned Attributes | Apr 29, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Confined Gradient Descent: Privacy-preserving Optimization for Federated Learning | Apr 27, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Graph Federated Architecture with Privacy Preserving Learning | Apr 26, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Syft 0.5: A Platform for Universally Deployable Structured Transparency | Apr 26, 2021 | Privacy Preserving | CodeCode Available | 3 |
| On a Utilitarian Approach to Privacy Preserving Text Generation | Apr 23, 2021 | Privacy Preservingtext-classification | —Unverified | 0 |
| Safe Fakes: Evaluating Face Anonymizers for Face Detectors | Apr 23, 2021 | Face DetectionGenerative Adversarial Network | —Unverified | 0 |
| CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU | Apr 22, 2021 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| Protecting gender and identity with disentangled speech representations | Apr 22, 2021 | Privacy PreservingRepresentation Learning | —Unverified | 0 |
| Evaluating the Immediate Applicability of Pose Estimation for Sign Language Recognition | Apr 20, 2021 | Pose EstimationPrivacy Preserving | —Unverified | 0 |
| A Joint Energy and Latency Framework for Transfer Learning over 5G Industrial Edge Networks | Apr 19, 2021 | Privacy PreservingTransfer Learning | —Unverified | 0 |
| Labels, Information, and Computation: Efficient Learning Using Sufficient Labels | Apr 19, 2021 | Privacy Preserving | —Unverified | 0 |