https://cis.temple.edu/~wu/research/publications/Publication_files/J-CT-2024-Balancing%20Privacy%20and%20Accuracy%20using%20Siginificant%20Gradient%20Protection%20in%20Federated%20Learning.pdf
Abstract—Previous state-of-the-art studies have demonstrated that adversaries can access sensitive user data by membership inference attacks (MIAs) in Federated Learning (FL). Intro-ducing differential privacy (DP) into the FL framework is an effective way to enhance the privacy of FL. Nevertheless, in differentially private federated learning (DP-FL), local gradients become excessively ...
https://physicianresources.templehealth.org/courses/the-latest-in-cteph-diagnosis-and-treatment
Article Summary Several factors can lead to an individual developing CTEPH, including “unprovoked” pulmonary embolism (PE), presence of pulmonary hypertension, young age at the time of first PE, and recurrence of PE Other conditions can also increase the risk of CTEPH, including uterine fibroids and pelvic vein compression and stenosis 3.) Treatment for patients with CTEPH is just as ...