2 papers
math.OC2025
Variance-reduced first-order methods for deterministically constrained stochastic nonconvex optimization with strong convergence guarantees
Zhaosong Lu, Sanyou Mei, Yifeng Xiao
In this paper, we study a class of deterministically constrained stochastic optimization problems. Existing methods typically aim to find an -stochastic stationary point, where…
math.OC2025
First-order methods for stochastic and finite-sum convex optimization with deterministic constraints
Zhaosong Lu, Yifeng Xiao
In this paper, we study a class of stochastic and finite-sum convex optimization problems with deterministic constraints. Existing methods typically aim to find an -$expectedly…