| Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room | Aug 26, 2021 | 2D Human Pose EstimationInstance Segmentation | CodeCode Available | 0 |
| PIVODL: Privacy-preserving vertical federated learning over distributed labels | Aug 25, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Federated Learning for Privacy-Preserving Open Innovation Future on Digital Health | Aug 24, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Mitigating Statistical Bias within Differentially Private Synthetic Data | Aug 24, 2021 | Privacy Preserving | —Unverified | 0 |
| Spatio-Temporal Split Learning for Privacy-Preserving Medical Platforms: Case Studies with COVID-19 CT, X-Ray, and Cholesterol Data | Aug 20, 2021 | Computed Tomography (CT)Privacy Preserving | —Unverified | 0 |
| Learning Federated Representations and Recommendations with Limited Negatives | Aug 18, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards Secure and Practical Machine Learning via Secret Sharing and Random Permutation | Aug 17, 2021 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Blockchain-based Trustworthy Federated Learning Architecture | Aug 16, 2021 | FairnessFederated Learning | —Unverified | 0 |
| Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning | Aug 16, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis | Aug 14, 2021 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Effective and Privacy preserving Tabular Data Synthesizing | Aug 11, 2021 | AttributePrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Machine Learning: Methods, Challenges and Directions | Aug 10, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| FederatedNILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring based on Federated Deep Learning | Aug 8, 2021 | Deep LearningFederated Learning | —Unverified | 0 |
| Secure and Privacy-Preserving Federated Learning via Co-Utility | Aug 4, 2021 | Federated LearningManagement | —Unverified | 0 |
| Anonymisation Models for Text Data: State of the art, Challenges and Future Directions | Aug 1, 2021 | PositionPrivacy Preserving | CodeCode Available | 0 |
| Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness | Jul 30, 2021 | Distributed ComputingEdge-computing | —Unverified | 0 |
| Secure Bayesian Federated Analytics for Privacy-Preserving Trend Detection | Jul 28, 2021 | Decision MakingEdge-computing | —Unverified | 0 |
| Feature Fusion Methods for Indexing and Retrieval of Biometric Data: Application to Face Recognition with Privacy Protection | Jul 27, 2021 | Face RecognitionPrivacy Preserving | —Unverified | 0 |
| Sisyphus: A Cautionary Tale of Using Low-Degree Polynomial Activations in Privacy-Preserving Deep Learning | Jul 26, 2021 | Privacy PreservingPrivacy Preserving Deep Learning | CodeCode Available | 0 |
| Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling | Jul 24, 2021 | Autonomous DrivingLearning Theory | —Unverified | 0 |
| Defending against Reconstruction Attack in Vertical Federated Learning | Jul 21, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards Privacy-preserving Explanations in Medical Image Analysis | Jul 20, 2021 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| Image-Hashing-Based Anomaly Detection for Privacy-Preserving Online Proctoring | Jul 20, 2021 | Anomaly DetectionPrivacy Preserving | —Unverified | 0 |
| Communication and Computation Reduction for Split Learning using Asynchronous Training | Jul 20, 2021 | Privacy Preserving | —Unverified | 0 |
| An Experimental Study of Data Heterogeneity in Federated Learning Methods for Medical Imaging | Jul 18, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards autonomic orchestration of machine learning pipelines in future networks | Jul 17, 2021 | BIG-bench Machine LearningManagement | —Unverified | 0 |
| Learning Sparse Privacy-Preserving Representations for Smart Meters Data | Jul 17, 2021 | AttributeFault Detection | —Unverified | 0 |
| Privacy-preserving Spatiotemporal Scenario Generation of Renewable Energies: A Federated Deep Generative Learning Approach | Jul 16, 2021 | Decision MakingFederated Learning | —Unverified | 0 |
| Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data | Jul 14, 2021 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| An Efficient DP-SGD Mechanism for Large Scale NLP Models | Jul 14, 2021 | GPUNatural Language Understanding | —Unverified | 0 |
| A Distance Measure for Privacy-preserving Process Mining based on Feature Learning | Jul 14, 2021 | Privacy Preserving | —Unverified | 0 |
| Towards Representation Identical Privacy-Preserving Graph Neural Network via Split Learning | Jul 13, 2021 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Federated Learning as a Mean-Field Game | Jul 8, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| DER Forecast using Privacy Preserving Federated Learning | Jul 7, 2021 | Federated LearningPrediction | —Unverified | 0 |
| Differentially private federated deep learning for multi-site medical image segmentation | Jul 6, 2021 | Deep LearningFederated Learning | CodeCode Available | 0 |
| Differentially Private Sliced Wasserstein Distance | Jul 5, 2021 | Domain AdaptationPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective | Jul 3, 2021 | Link PredictionNode Classification | —Unverified | 0 |
| Privacy-Preserving Image Acquisition Using Trainable Optical Kernel | Jun 28, 2021 | AttributePrivacy Preserving | —Unverified | 0 |
| Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data | Jun 24, 2021 | Privacy Preserving | —Unverified | 0 |
| Handling Data Heterogeneity with Generative Replay in Collaborative Learning for Medical Imaging | Jun 24, 2021 | Image GenerationPrivacy Preserving | —Unverified | 0 |
| PALMAR: Towards Adaptive Multi-inhabitant Activity Recognition in Point-Cloud Technology | Jun 22, 2021 | Activity RecognitionClustering | —Unverified | 0 |
| A Vertical Federated Learning Framework for Graph Convolutional Network | Jun 22, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| Data Optimisation for a Deep Learning Recommender System | Jun 21, 2021 | Deep LearningPrivacy Preserving | —Unverified | 0 |
| FedXGBoost: Privacy-Preserving XGBoost for Federated Learning | Jun 20, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A compressive multi-kernel method for privacy-preserving machine learning | Jun 20, 2021 | Activity RecognitionBIG-bench Machine Learning | —Unverified | 0 |
| Scalable Differential Privacy With Sparse Network Finetuning | Jun 19, 2021 | Privacy PreservingTransfer Learning | —Unverified | 0 |
| Privacy Preserving Localization and Mapping From Uncalibrated Cameras | Jun 19, 2021 | Mixed RealityPrivacy Preserving | —Unverified | 0 |
| Federated CycleGAN for Privacy-Preserving Image-to-Image Translation | Jun 17, 2021 | Federated LearningImage-to-Image Translation | —Unverified | 0 |
| Privacy-Preserving Eye-tracking Using Deep Learning | Jun 17, 2021 | Activity RecognitionDeep Learning | —Unverified | 0 |
| Federated Learning for Intrusion Detection System: Concepts, Challenges and Future Directions | Jun 16, 2021 | Anomaly DetectionAutonomous Vehicles | —Unverified | 0 |