In this paper, we start with a comprehensive evaluation of the effect of adding differential privacy (DP) to federated learning (FL) approaches, focusing on methodologies employing global (stochastic) gradient descent (SGD/GD), and local SGD/GD techniques.These global and local techniques are commonly referred to as FedSGD/FedGD and FedAvg, respect
Experimental model to evaluate the benefits of lutein to prevent retinal phototoxicity during pars plana vitrectomy surgery using xenon source light illumination in rabbits
Abstract Background To evaluate the benefits of lutein in preventing retinal phototoxicity generated by xenon light sources during vitreoretinal surgery.Methods A prospective cross-sectional study in pigmented rabbit eyes exposed to different vitreoretinal surgery lighting simulations.Twenty Dutch-belted rabbits were divided into two groups exposed
Social-Democratic Underground of the Far East in the early XX Century: Public Records of the Center for Social and Political History
The research 3 Layered Christmas Shaker Ornament features public records concerning the Social-Democratic organizations of the Far East (Russia), stored in the collection of illegal publications at the Center for Social and Political History, the rare book section.The collection contains archival documents originating from the two largest Social-De