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Aryan Mokhtari, Wei Shi, Qing Ling, Alejandro Ribeiro, A decentralized second-order method with exact linear convergence rate for consensus optimization , IEEE Transactions on Signal, Information Processing over Networks 2 ( · 2016

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A Unified Algorithm for Nonconvex Decentralized Nonlinear Optimization

math.OC · 2025-11-24 · conditional · novelty 7.0

A unified framework for decentralized nonconvex optimization that encompasses gradient tracking and quasi-Newton methods, with convergence analysis under nonconvex and Kurdyka-Lojasiewicz conditions and new efficient algorithms.

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  • A Unified Algorithm for Nonconvex Decentralized Nonlinear Optimization math.OC · 2025-11-24 · conditional · none · ref 35

    A unified framework for decentralized nonconvex optimization that encompasses gradient tracking and quasi-Newton methods, with convergence analysis under nonconvex and Kurdyka-Lojasiewicz conditions and new efficient algorithms.