2 papers
math.OC2025
Faster Stochastic Optimization with Arbitrary Delays via Asynchronous Mini-Batching
Amit Attia, Ofir Gaash, Tomer Koren
We consider the problem of asynchronous stochastic optimization, where an optimization algorithm makes updates based on stale stochastic gradients of the objective that are subject…
math.OC2025
Convergence of Clipped SGD on Convex -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 -smoothness. Using gradient clippi…