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Auto-Conditioned Frank-Wolfe Algorithms

math.OC · 2026-05-15 · unverdicted · novelty 6.0

The paper proposes an auto-conditioned framework for Frank-Wolfe algorithms that replaces global smoothness constants with local estimators computed from first-order information, achieving convergence to stationary points in nonconvex settings and sublinear rates in convex settings without prior kno

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  • Auto-Conditioned Frank-Wolfe Algorithms math.OC · 2026-05-15 · unverdicted · none · ref 37

    The paper proposes an auto-conditioned framework for Frank-Wolfe algorithms that replaces global smoothness constants with local estimators computed from first-order information, achieving convergence to stationary points in nonconvex settings and sublinear rates in convex settings without prior kno