| Tempered Sigmoid Activations for Deep Learning with Differential Privacy | Jul 28, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Anonymizing Machine Learning Models | Jul 26, 2020 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Human Pose Estimation on Privacy-Preserving Low-Resolution Depth Images | Jul 16, 2020 | 2D Human Pose EstimationPose Estimation | CodeCode Available | 1 |
| Defending against Backdoors in Federated Learning with Robust Learning Rate | Jul 7, 2020 | Backdoor AttackFederated Learning | CodeCode Available | 1 |
| Personalized Federated Learning with Moreau Envelopes | Jun 16, 2020 | DiversityFederated Learning | CodeCode Available | 1 |
| LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection | Jun 14, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Locally Private Graph Neural Networks | Jun 9, 2020 | Federated LearningNode Classification | CodeCode Available | 1 |
| ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing | Jun 8, 2020 | CPUFederated Learning | CodeCode Available | 1 |
| A Distributed Trust Framework for Privacy-Preserving Machine Learning | Jun 3, 2020 | BIG-bench Machine LearningData Poisoning | CodeCode Available | 1 |
| Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data | May 29, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Distributed Optimization via Subspace Perturbation: A General Framework | Apr 29, 2020 | Distributed OptimizationPrivacy Preserving | CodeCode Available | 1 |
| Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks | Apr 28, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Transfer Learning for EEG Signal Classification | Apr 26, 2020 | ClassificationDomain Adaptation | CodeCode Available | 1 |
| A Privacy-Preserving Distributed Architecture for Deep-Learning-as-a-Service | Mar 30, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving News Recommendation Model Learning | Mar 21, 2020 | ArticlesFederated Learning | CodeCode Available | 1 |
| Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach | Mar 19, 2020 | ClusteringFederated Learning | CodeCode Available | 1 |
| Can We Use Split Learning on 1D CNN Models for Privacy Preserving Training? | Mar 16, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Ternary Compression for Communication-Efficient Federated Learning | Mar 7, 2020 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data Generation | Feb 26, 2020 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| PrivacyFL: A simulator for privacy-preserving and secure federated learning | Feb 19, 2020 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results | Jan 16, 2020 | Domain AdaptationFederated Learning | CodeCode Available | 1 |
| Privacy-preserving data sharing via probabilistic modelling | Dec 10, 2019 | Privacy PreservingSynthetic Data Generation | CodeCode Available | 1 |
| Privacy-Preserving Gradient Boosting Decision Trees | Nov 11, 2019 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation | Oct 29, 2019 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification | Sep 13, 2019 | Federated LearningGeneral Classification | CodeCode Available | 1 |
| Emotionless: Privacy-Preserving Speech Analysis for Voice Assistants | Aug 9, 2019 | Emotion RecognitionPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Deep Action Recognition: An Adversarial Learning Framework and A New Dataset | Jun 12, 2019 | Action RecognitionPrivacy Preserving | CodeCode Available | 1 |
| CryptoNN: Training Neural Networks over Encrypted Data | Apr 15, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Evaluating Differentially Private Machine Learning in Practice | Feb 24, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Towards Privacy-Preserving Visual Recognition via Adversarial Training: A Pilot Study | Jul 22, 2018 | Action RecognitionPrivacy Preserving | CodeCode Available | 1 |
| Protecting Sensory Data against Sensitive Inferences | Feb 21, 2018 | Activity RecognitionAttribute | CodeCode Available | 1 |
| Differentially Private Federated Learning: A Client Level Perspective | Dec 20, 2017 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds | May 6, 2016 | Privacy Preserving | CodeCode Available | 1 |
| A Privacy-Preserving Semantic-Segmentation Method Using Domain-Adaptation Technique | Jul 17, 2025 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| Federated Learning for Commercial Image Sources | Jul 17, 2025 | Federated Learningimage-classification | —Unverified | 0 |
| Transformer-Based Person Identification via Wi-Fi CSI Amplitude and Phase Perturbations | Jul 17, 2025 | Person IdentificationPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Fusion for Multi-Sensor Systems Under Multiple Packet Dropouts | Jul 17, 2025 | Privacy PreservingState Estimation | —Unverified | 0 |
| Federated Learning in Open- and Closed-Loop EMG Decoding: A Privacy and Performance Perspective | Jul 16, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Safeguarding Federated Learning-based Road Condition Classification | Jul 16, 2025 | Autonomous DrivingClassification | —Unverified | 0 |
| A Privacy-Preserving Framework for Advertising Personalization Incorporating Federated Learning and Differential Privacy | Jul 16, 2025 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| ZKP-FedEval: Verifiable and Privacy-Preserving Federated Evaluation using Zero-Knowledge Proofs | Jul 15, 2025 | Activity RecognitionFederated Learning | —Unverified | 0 |
| Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation | Jul 14, 2025 | Domain AdaptationFederated Learning | CodeCode Available | 0 |
| Differentially Private Federated Low Rank Adaptation Beyond Fixed-Matrix | Jul 14, 2025 | Privacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Multi-Stage Fall Detection Framework with Semi-supervised Federated Learning and Robotic Vision Confirmation | Jul 14, 2025 | Federated LearningIndoor Localization | —Unverified | 0 |
| Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry Detection | Jul 11, 2025 | Computational EfficiencyFederated Learning | CodeCode Available | 0 |
| Balancing the Past and Present: A Coordinated Replay Framework for Federated Class-Incremental Learning | Jul 10, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric | Jul 10, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| An Enhanced Privacy-preserving Federated Few-shot Learning Framework for Respiratory Disease Diagnosis | Jul 10, 2025 | DiagnosticFew-Shot Learning | —Unverified | 0 |
| Quantum Federated Learning for Multimodal Data: A Modality-Agnostic Approach | Jul 10, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards Privacy-Preserving and Personalized Smart Homes via Tailored Small Language Models | Jul 10, 2025 | Privacy PreservingSmall Language Model | —Unverified | 0 |
