no code implementations • 15 Jul 2022 • Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, MingHan Yang, Zaiwen Wen
Moreover, we show that if the loss function satisfies certain convexity and smoothness conditions and the input-output map satisfies a Riemannian Jacobian stability condition, then our proposed method enjoys a local linear -- or, under the Lipschitz continuity of the Riemannian Jacobian of the input-output map, even quadratic -- rate of convergence.
1 code implementation • 14 Jun 2021 • MingHan Yang, Dong Xu, Qiwen Cui, Zaiwen Wen, Pengxiang Xu
In this paper, a novel second-order method called NG+ is proposed.