Research graph
References from MedSparseFL: Sparse and Privacy-Preserving Federated Learning for Healthcare Applications. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1038/s41598-022-05539-7
10.1038/s41598-022-05539-7 · External reference
Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI
2025 · External reference
10.1109/gcwkshps58843.2023.10464798
10.1109/gcwkshps58843.2023.10464798 · External reference
10.1109/southeastcon52093.2024.10500144
10.1109/southeastcon52093.2024.10500144 · External reference
10.1109/globecom52923.2024.10901373
10.1109/globecom52923.2024.10901373 · External reference
Privacy-Preserving Deep Learning via Additively Homomorphic Encryption
2017 · External reference
Unresolved reference
2020 · External reference
10.1109/acsac63791.2024.00069
10.1109/acsac63791.2024.00069 · External reference
10.1145/3133956.3133982
10.1145/3133956.3133982 · External reference
10.1007/3-540-45465-9_59
10.1007/3-540-45465-9_59 · External reference
Fed-Safe: Securing Federated Learning in Healthcare Against Adversarial Attacks
2023 · External reference
Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture
2024 · External reference
10.1080/08839514.2024.2410504
10.1080/08839514.2024.2410504 · External reference
10.1038/s41598-025-97565-4
10.1038/s41598-025-97565-4 · External reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · External reference
10.1145/3359789.3359824
10.1145/3359789.3359824 · External reference
Evaluating Gradient Inversion Attacks and Defenses in Federated Learning
2021 · External reference
10.1609/aaai.v33i01.3301590
10.1609/aaai.v33i01.3301590 · External reference
10.1109/ccwc54503.2022.9720752
10.1109/ccwc54503.2022.9720752 · External reference
10.3390/s25165108
10.3390/s25165108 · External reference
10.1038/s42256-020-0186-1
10.1038/s42256-020-0186-1 · External reference
Unresolved reference
2020 · External reference
10.2196/medinform.7744
10.2196/medinform.7744 · External reference
Unresolved reference
2020 · External reference
10.1016/j.neucom.2025.131931
10.1016/j.neucom.2025.131931 · External reference
Local Gradient Regulation Stabilizes Federated Learning Under Client Heterogeneity
2026 · External reference
Unresolved reference
2017 · External reference
Learning Differentially Private Recurrent Language Models
2017 · External reference
10.1109/sp.2019.00029
10.1109/sp.2019.00029 · External reference
Exponential Moving Average of Weights in Deep Learning: Dynamics and Benefits
2024 · External reference
10.1038/s41598-025-27303-3
10.1038/s41598-025-27303-3 · External reference
10.1109/sp.2019.00065
10.1109/sp.2019.00065 · External reference
10.1007/3-540-48910-x_16
10.1007/3-540-48910-x_16 · External reference
10.1038/s41591-018-0272-7
10.1038/s41591-018-0272-7 · External reference
10.1080/17538157.2025.2610687
10.1080/17538157.2025.2610687 · External reference
10.1038/s41746-020-00323-1
10.1038/s41746-020-00323-1 · External reference
10.1038/s41598-020-69250-1
10.1038/s41598-020-69250-1 · External reference
Unresolved reference
2025 · External reference
10.1109/sp.2017.41
10.1109/sp.2017.41 · External reference
10.3390/fi17080345
10.3390/fi17080345 · External reference
10.48550/arxiv.1809.07599
10.48550/arxiv.1809.07599 · External reference
Gradient Masked Averaging for Federated Learning
2022 · External reference
10.1145/3338501.3357370
10.1145/3338501.3357370 · External reference
10.1038/sdata.2018.161
10.1038/sdata.2018.161 · External reference
A Multiparty Homomorphic Encryption Approach to Confidential Federated Kaplan Meier Survival Analysis
2024 · External reference
MedHE: Communication-Efficient Privacy-Preserving Federated Learning with Adaptive Gradient Sparsification for Healthcare
2025 · External reference
10.3390/s25082374
10.3390/s25082374 · External reference
10.1016/j.compbiomed.2023.107861
10.1016/j.compbiomed.2023.107861 · External reference
10.5281/zenodo.20423303
10.5281/zenodo.20423303 · External reference
10.6084/m9.figshare.31323082.v1
10.6084/m9.figshare.31323082.v1 · External reference
R-Gap: Recursive Gradient Attack on Privacy
2020 · External reference
10.48550/arxiv.1906.08935
10.48550/arxiv.1906.08935 · External reference
