Y. Carmon

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20242026

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math.OC2025

Convergence of Clipped SGD on Convex $(L_{0}, L_{1})$ -Smooth Functions

Ofir Gaash, Kfir Yehuda Levy, Yair Carmon

We study stochastic gradient descent (SGD) with gradient clipping on convex functions under a generalized smoothness assumption called $(L_{0}, L_{1})$ -smoothness. Using gradient clippi…

math.OC2024

Extracting Dual Solutions via Primal Optimizers

Yair Carmon, Arun Jambulapati, Liam O'Carroll +1

We provide a general method to convert a "primal" black-box algorithm for solving regularized convex-concave minimax optimization problems into an algorithm for solving the associa…

Convergence of Clipped SGD on Convex (L0​,L1​)-Smooth Functions

Extracting Dual Solutions via Primal Optimizers

Convergence of Clipped SGD on Convex $(L_{0}, L_{1})$ -Smooth Functions