cs.CC, cs.LG, cs.NA, math.NA, math.OC, stat.ML

High Probability Complexity Bounds of Trust-Region Stochastic Sequential Quadratic Programming with Heavy-Tailed Noise

arXiv:2503.19091v3 Announce Type: replace-cross
Abstract: In this paper, we consider nonlinear optimization problems with a stochastic objective and deterministic equality constraints. We propose a Trust-Region Stochastic Sequential Quadratic Programm…