| Comparison of Privacy-Preserving Distributed Deep Learning Methods in Healthcare | Dec 23, 2020 | Binary ClassificationClassification | —Unverified | 0 |
| A chaotic maps-based privacy-preserving distributed deep learning for incomplete and Non-IID datasets | Feb 15, 2024 | Deep LearningFederated Learning | —Unverified | 0 |
| FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation | Apr 21, 2022 | Contrastive LearningPrivacy Preserving | —Unverified | 0 |
| Decentralized Search on Decentralized Web | Aug 18, 2018 | Privacy Preserving | —Unverified | 0 |
| FedCom: A Byzantine-Robust Local Model Aggregation Rule Using Data Commitment for Federated Learning | Apr 16, 2021 | Data PoisoningFederated Learning | —Unverified | 0 |
| FedCompetitors: Harmonious Collaboration in Federated Learning with Competing Participants | Dec 18, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Decentralized Low-Rank Fine-Tuning of Large Language Models | Jan 26, 2025 | Federated Learningparameter-efficient fine-tuning | —Unverified | 0 |
| FedCPC: An Effective Federated Contrastive Learning Method for Privacy Preserving Early-Stage Alzheimer's Speech Detection | Nov 21, 2023 | Contrastive LearningFederated Learning | —Unverified | 0 |
| Comprehensive Exploration of Synthetic Data Generation: A Survey | Jan 4, 2024 | Decision MakingModel Selection | —Unverified | 0 |
| FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning | May 19, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedDCL: a federated data collaboration learning as a hybrid-type privacy-preserving framework based on federated learning and data collaboration | Sep 27, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results | May 23, 2024 | AttributeFairness | —Unverified | 0 |
| FedDCT: A Dynamic Cross-Tier Federated Learning Framework in Wireless Networks | Jul 10, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Decentralized Graph Neural Network for Privacy-Preserving Recommendation | Aug 15, 2023 | graph constructionGraph Neural Network | —Unverified | 0 |
| 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 |
| FedDiSC: A Computation-efficient Federated Learning Framework for Power Systems Disturbance and Cyber Attack Discrimination | Apr 7, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation | Mar 5, 2021 | AnatomyAnomaly Detection | —Unverified | 0 |
| FedDMF: Privacy-Preserving User Attribute Prediction using Deep Matrix Factorization | Dec 24, 2023 | AttributeFederated Learning | —Unverified | 0 |
| FedDP: Privacy-preserving method based on federated learning for histopathology image segmentation | Nov 7, 2024 | Federated LearningImage Segmentation | —Unverified | 0 |
| FedDQ: Communication-Efficient Federated Learning with Descending Quantization | Oct 5, 2021 | Federated LearningModel Compression | —Unverified | 0 |
| Decentralized Federated Learning: A Survey on Security and Privacy | Jan 25, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedEFC: Federated Learning Using Enhanced Forward Correction Against Noisy Labels | Apr 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization | Sep 26, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Amplitude-Varying Perturbation for Balancing Privacy and Utility in Federated Learning | Mar 7, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Decentralized Federated Anomaly Detection in Smart Grids: A P2P Gossip Approach | Jul 20, 2024 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| Decentralized Entropic Optimal Transport for Distributed Distribution Comparison | Jan 28, 2023 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| A synthetic dataset of French electric load curves with temperature conditioning | Apr 18, 2025 | Privacy Preserving | —Unverified | 0 |
| Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness | Jul 30, 2021 | Distributed ComputingEdge-computing | —Unverified | 0 |
| AMI-FML: A Privacy-Preserving Federated Machine Learning Framework for AMI | Sep 13, 2021 | BIG-bench Machine Learningenergy management | —Unverified | 0 |
| A Distance Measure for Privacy-preserving Process Mining based on Feature Learning | Jul 14, 2021 | Privacy Preserving | —Unverified | 0 |
| Federated Heterogeneous Graph Neural Network for Privacy-preserving Recommendation | Oct 18, 2023 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Federated In-Context LLM Agent Learning | Dec 11, 2024 | Federated LearningIn-Context Learning | —Unverified | 0 |
| Decentralized Collaborative Learning with Probabilistic Data Protection | Aug 23, 2022 | DiversityMulti-Task Learning | —Unverified | 0 |
| Decentralized Collaborative Learning Framework for Next POI Recommendation | Mar 30, 2022 | Privacy Preserving | —Unverified | 0 |
| Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation | Oct 30, 2023 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| Decentralised Resource Sharing in TinyML: Wireless Bilayer Gossip Parallel SGD for Collaborative Learning | Jan 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Asynchronous Semi-Decentralized Federated Edge Learning for Heterogeneous Clients | Dec 9, 2021 | Privacy Preserving | —Unverified | 0 |
| Amicable Aid: Perturbing Images to Improve Classification Performance | Dec 9, 2021 | Adversarial AttackClassification | —Unverified | 0 |
| Asynchronous Personalized Federated Learning through Global Memorization | Mar 1, 2025 | Federated LearningMemorization | —Unverified | 0 |
| Dealing Doubt: Unveiling Threat Models in Gradient Inversion Attacks under Federated Learning, A Survey and Taxonomy | May 16, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A3E: Aligned and Augmented Adversarial Ensemble for Accurate, Robust and Privacy-Preserving EEG Decoding | Dec 16, 2024 | Adversarial RobustnessBrain Computer Interface | —Unverified | 0 |
| DC-SGD: Differentially Private SGD with Dynamic Clipping through Gradient Norm Distribution Estimation | Mar 29, 2025 | Deep Learningimage-classification | —Unverified | 0 |
| A Differentially Private Text Perturbation Method Using Regularized Mahalanobis Metric | Nov 1, 2020 | Privacy Preserving | —Unverified | 0 |
| BAYHENN: Combining Bayesian Deep Learning and Homomorphic Encryption for Secure DNN Inference | Jun 3, 2019 | Privacy Preserving | —Unverified | 0 |
| Federated Graph Learning for Low Probability of Detection in Wireless Ad-Hoc Networks | Jun 1, 2023 | Graph LearningPrivacy Preserving | —Unverified | 0 |
| DBFed: Debiasing Federated Learning Framework based on Domain-Independent | Jul 10, 2023 | FairnessFederated Learning | —Unverified | 0 |
| Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method | Dec 15, 2021 | Data ValuationFederated Learning | —Unverified | 0 |
| Asynchronous Distributed Learning from Constraints | Nov 13, 2019 | Document ClassificationPrivacy Preserving | —Unverified | 0 |
| Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes? | Jun 7, 2022 | DecoderImage Compression | —Unverified | 0 |
| ALTBI: Constructing Improved Outlier Detection Models via Optimization of Inlier-Memorization Effect | Aug 19, 2024 | MemorizationOutlier Detection | —Unverified | 0 |