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Author

Dan-Qing Zhou

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Preprint Aug 2026

UGM: A Unified Framework and New Perspectives for Accelerated Gradient Methods in Smooth and Strongly Convex Optimization

In this paper, we propose a unified framework for accelerated gradient methods, dubbed UGM, which subsumes a wide range of accelerated and conventional gradient-type methods designed for minimizing $L$-smooth and $\mu$-strongly convex functions. We demonstrate that the iteration update of the proposed framework can be...

Dan-Qing Zhou, Shi-Qian Ma, Junfeng Yang · 0 citations
Sep 2026

Inexact Golden Ratio Primal-Dual Algorithms for Structured Convex Optimization Problems

Theoretical analysis confirms that these inexact variants of GRPDA retain the convergence properties of their exact counterparts, and they are applied to some total-variation-based image deblurring problems.

Dan-Qing Zhou, Yong-Jun Liu, Jun-Feng Yang · 0 citations

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