WebShapley Value (SV)-based techniques have been widely adopted to provide fair evaluation of FL participant contributions. However, existing approaches incur significant … WebDec 1, 2024 · The results demonstrate that GTG-Shapley can closely approximate actual Shapley values, while significantly increasing computational efficiency compared to the state of the art, especially under ...
GTG-Shapley/misc.xml at master · liuzelei13/GTG-Shapley - Github
WebMar 28, 2024 · GTG-Shapley /.idea / misc.xml Go to file Go to file T; Go to line L; Copy path Copy permalink; This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. liuzelei13 GTG-Shapley code. Latest commit 740d32a Mar 28, 2024 History. 1 contributor WebMay 3, 2024 · In this article, we propose the Guided Truncation Gradient Shapley (GTG-Shapley) approach to address this challenge. It reconstructs FL models from gradient updates for SV calculation instead of repeatedly training with … how to stop screenwash from freezing
[2109.02053] GTG-Shapley: Efficient and Accurate Participant ...
WebGTG-Shapley: Efficient and accurate participant contribution evaluation in federated learning. ACM Transactions on Intelligent Systems and Technology , ACM (2024). Project Title: CrowdFL: A Marketplace for Crowdsourced Federated Learning WebJun 1, 2024 · The Guided Truncation Gradient Shapley (GTG-Shapley) approach is proposed, which reconstructs FL models from gradient updates for SV calculation instead of repeatedly training with different combinations of FL participants to reduce the number of model reconstructions and evaluations required. 22 PDF View 1 excerpt, references … WebSep 5, 2024 · GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning. 5 Sep 2024 · Zelei Liu , YuanYuan Chen , Han Yu , Yang Liu , Lizhen Cui ·. Edit social preview. Federated … read key value pair powershell