The Power of First-Order Smooth Optimization for Black-Box Non-Smooth Problems Paper • 2201.12289 • Published Jan 28, 2022
Stochastic Gradient Descent with Preconditioned Polyak Step-size Paper • 2310.02093 • Published Oct 3, 2023
Damped Newton Method with Near-Optimal Global $\mathcal {O}\left(k^{-3} \right)$ Convergence Rate Paper • 2405.18926 • Published May 29, 2024
SANIA: Polyak-type Optimization Framework Leads to Scale Invariant Stochastic Algorithms Paper • 2312.17369 • Published Dec 28, 2023