The power of first-order smooth optimization for black-box non-smooth problems. - Alexander V. Gasnikov; Anton Novitskii; Vasilii Novitskii; Farshed Abdukhakimov; Dmitry Kamzolov; Aleksandr Beznosikov; Martin Takác 001; Pavel E. Dvurechensky; Bin Gu 001 (ICML, 2022)

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)