| Defending against Reconstruction Attack in Vertical Federated Learning | Jul 21, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Image-Hashing-Based Anomaly Detection for Privacy-Preserving Online Proctoring | Jul 20, 2021 | Anomaly DetectionPrivacy Preserving | —Unverified | 0 |
| Towards Privacy-preserving Explanations in Medical Image Analysis | Jul 20, 2021 | Deep LearningMedical Image Analysis | —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 |
| Learning Sparse Privacy-Preserving Representations for Smart Meters Data | Jul 17, 2021 | AttributeFault Detection | —Unverified | 0 |
| Towards autonomic orchestration of machine learning pipelines in future networks | Jul 17, 2021 | BIG-bench Machine LearningManagement | —Unverified | 0 |
| Privacy-preserving Spatiotemporal Scenario Generation of Renewable Energies: A Federated Deep Generative Learning Approach | Jul 16, 2021 | Decision MakingFederated Learning | —Unverified | 0 |
| DeceFL: A Principled Decentralized Federated Learning Framework | Jul 15, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| An Efficient DP-SGD Mechanism for Large Scale NLP Models | Jul 14, 2021 | GPUNatural Language Understanding | —Unverified | 0 |
| Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data | Jul 14, 2021 | Domain AdaptationPrivacy Preserving | —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 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 |
| 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 |
| Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease | Jul 7, 2021 | Action RecognitionData Augmentation | CodeCode Available | 1 |
| RoFL: Robustness of Secure Federated Learning | Jul 7, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| 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 |
| Gradient-Leakage Resilient Federated Learning | Jul 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Image Acquisition Using Trainable Optical Kernel | Jun 28, 2021 | AttributePrivacy Preserving | —Unverified | 0 |
| Handling Data Heterogeneity with Generative Replay in Collaborative Learning for Medical Imaging | Jun 24, 2021 | Image GenerationPrivacy Preserving | —Unverified | 0 |
| Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data | Jun 24, 2021 | Privacy 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 |
| An Efficient Approach for Cross-Silo Federated Learning to Rank | Jun 21, 2021 | Federated LearningLearning-To-Rank | CodeCode Available | 1 |
| 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 |
| Privacy Preserving Localization and Mapping From Uncalibrated Cameras | Jun 19, 2021 | Mixed RealityPrivacy Preserving | —Unverified | 0 |
| Scalable Differential Privacy With Sparse Network Finetuning | Jun 19, 2021 | Privacy PreservingTransfer Learning | —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 |
| Code Integrity Attestation for PLCs using Black Box Neural Network Predictions | Jun 15, 2021 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Machine Learning with Fully Homomorphic Encryption for Deep Neural Network | Jun 14, 2021 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Understanding the Interplay between Privacy and Robustness in Federated Learning | Jun 13, 2021 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| Towards a Privacy-preserving Deep Learning-based Network Intrusion Detection in Data Distribution Services | Jun 12, 2021 | Deep LearningIntrusion Detection | —Unverified | 0 |
| Federated Learning with Buffered Asynchronous Aggregation | Jun 11, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Federated Learning with Spiking Neural Networks | Jun 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FedDICE: A ransomware spread detection in a distributed integrated clinical environment using federated learning and SDN based mitigation | Jun 9, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FL-Market: Trading Private Models in Federated Learning | Jun 8, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FedNILM: Applying Federated Learning to NILM Applications at the Edge | Jun 7, 2021 | Federated LearningModel Compression | —Unverified | 0 |
| Antipodes of Label Differential Privacy: PATE and ALIBI | Jun 7, 2021 | Bayesian InferenceMemorization | CodeCode Available | 1 |
| Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for Trustworthy AI | Jun 6, 2021 | Heart Rate VariabilityPrivacy Preserving | —Unverified | 0 |
| An Attribute-Aligned Strategy for Learning Speech Representation | Jun 5, 2021 | AttributeEmotion Recognition | —Unverified | 0 |
| Tetrad: Actively Secure 4PC for Secure Training and Inference | Jun 5, 2021 | BenchmarkingFairness | —Unverified | 0 |
| Privacy-Preserving Training of Tree Ensembles over Continuous Data | Jun 5, 2021 | Privacy Preserving | —Unverified | 0 |