Stochastic Gradient Descent with Preconditioned Polyak Step-size. - Farshed Abdukhakimov; Chulu Xiang; Dmitry Kamzolov; Martin Takác 001 (CoRR, 2023)

SANIA: Polyak-type Optimization Framework Leads to Scale Invariant Stochastic Algorithms. - Farshed Abdukhakimov; Chulu Xiang; Dmitry Kamzolov; Robert M. Gower; Martin Takác 001 (CoRR, 2023)

AdaBatchGrad: Combining Adaptive Batch Size and Adaptive Step Size. - Petr Ostroukhov; Aigerim Zhumabayeva; Chulu Xiang; Alexander V. Gasnikov; Martin Takác 001; Dmitry Kamzolov (CoRR, 2024)