English

A frugal primal-dual splitting with minimal lifting over arbitrary rooted trees

Optimization and Control 2026-07-21 v1

Abstract

We develop a frugal primal-dual splitting with minimal lifting for solving structured monotone inclusions, involving cocoercive operators, linear compositions and parallel sums. This is established by defining hierarchical nodes and edges between them over a tree-structured graph, with arbitrary assignments of dual variables and cocoercive elements to primal nodes. This arbitrariness allows a great flexibility in terms of level-synchronous distributed computing, such as centralized or decentralized. The particular instances naturally extend the Douglas--Rachford splitting on various graphs, recover the parallel Chambolle--Pock, and solve a class of structured convex minimization problems with O(1/k) ergodic rate for its primal-dual gap function. Furthermore, we introduce a reformulation technique in a product Hilbert space to facilitate the convergence analysis, specifically to derive the o(1/k)-rate of asymptotic regularity.

Keywords

Cite

@article{arxiv.2607.18932,
  title  = {A frugal primal-dual splitting with minimal lifting over arbitrary rooted trees},
  author = {Feng Xue and Hui Zhang},
  journal= {arXiv preprint arXiv:2607.18932},
  year   = {2026}
}

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31 pages