Online Multi-Agent Decentralized Byzantine-robust Gradient Estimation

Published 30 Sep 2022 in cs.AI | (2209.15274v1)

Abstract: In this paper, we propose an iterative scheme for distributed Byzantineresilient estimation of a gradient associated with a black-box model. Our algorithm is based on simultaneous perturbation, secure state estimation and two-timescale stochastic approximations. We also show the performance of our algorithm through numerical experiments.

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