math.OC · 2026-07-29 · No. 68

Optimization and Control, 2026-07-29.

1 new papers in math.OC. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Variance-Reduced Conditional Gradient Methods under Markovian Sampling for Nonconvex Composite Optimization

    Zhaojun Peng

    math.OC · cs.LG

    We study stochastic composite nonconvex optimization over a compact convex set when gradient samples arrive along a single trajectory of a fixed ergodic Markov chain. Existing single-trajectory variance-reduction theory covers smooth unconstrained objectives; we address the projection-free composite setting using the generalized Frank-Wolfe gap. We propose MC-ALFCG, which combines a momentum conditional-gradient method with coupled capped...

    arxiv.org/abs/2607.25785 · PDF

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