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Preprint · 2026

Global Linear Convergence of the Proximal Bundle Method under Unknown Piecewise Smoothness and Quadratic Growth

Zhenwei Lin and Zhe Zhang

Explaining how retaining sufficiently many cutting planes enables linear convergence for convex piecewise-smooth objectives under quadratic growth.