{"paper":{"title":"On the Optimal Lower and Upper Complexity Bounds for a Class of Composite Optimization Problems","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"math.OC","authors_text":"Fan Chen, Junyu Zhang, Zaiwen Wen, Zhenyuan Zhu","submitted_at":"2023-08-12T05:28:05Z","abstract_excerpt":"We study the optimal lower and upper complexity bounds for finding approximate solutions to the composite problem $\\min_x\\ f(x)+h(Ax-b)$, where $f$ is smooth and $h$ is convex. Given access to the proximal operator of $h$, for strongly convex, convex, and nonconvex $f$, we design efficient first order algorithms with complexities $\\tilde{O}\\left(\\kappa_A\\sqrt{\\kappa_f}\\log\\left(1/{\\epsilon}\\right)\\right)$, $\\tilde{O}\\left(\\kappa_A\\sqrt{L_f}D/\\sqrt{\\epsilon}\\right)$, and $\\tilde{O}\\left(\\kappa_A L_f\\Delta/\\epsilon^2\\right)$, respectively. Here, $\\kappa_A$ is the condition number of the matrix $"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.06470","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2308.06470/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}