{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/online-submodular-maximization-via-online","title":"Online Submodular Maximization via Online Convex Optimization","arxiv_id":"2309.04339","date":"2023-09-08","proceeding":null,"authors":["Tareq Si Salem","Gözde Özcan","Iasonas Nikolaou","Evimaria Terzi","Stratis Ioannidis"],"abstract":"We study monotone submodular maximization under general matroid constraints in the online setting. We prove that online optimization of a large class of submodular functions, namely, weighted threshold potential functions, reduces to online convex optimization (OCO). This is precisely because functions in this class admit a concave relaxation; as a result, OCO policies, coupled with an appropriate rounding scheme, can be used to achieve sublinear regret in the combinatorial setting. We show that our reduction extends to many different versions of the online learning problem, including the dynamic regret, bandit, and optimistic-learning settings.","url_abs":"https://arxiv.org/abs/2309.04339v4","url_pdf":"https://arxiv.org/pdf/2309.04339v4.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"online-submodular-maximization-via-online","repo_url":"https://github.com/neu-spiral/OSMviaOCO","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2309.04339","atlas_url":"https://app.syntology.ai/?focus=2309.04339","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2309.04339"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/neu-spiral/OSMviaOCO","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran":4,"unverified":3},"by_repo_kind":{"official":{"samples":7,"ran":4,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"df5c2a363bd9f73b","entry":"derive","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"ProblemInstances.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/ProblemInstances.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"df5c2a363bd9f73b"}},{"code_sha256_prefix":"9d3ac1bf4dd30396","entry":"find_derivatives","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"ProblemInstances.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/ProblemInstances.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9d3ac1bf4dd30396"}},{"code_sha256_prefix":"6ed7aef123ae8b13","entry":"in_circle","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"oco_tools.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/oco_tools.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6ed7aef123ae8b13"}},{"code_sha256_prefix":"19e61b1dae357b9d","entry":"load","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"helpers.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/helpers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"19e61b1dae357b9d"}},{"code_sha256_prefix":"e14f42998b9f5a8f","entry":"constructDistribution","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"helpers.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/helpers.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e14f42998b9f5a8f"}},{"code_sha256_prefix":"d9a488fae1bb80a3","entry":"mul_series","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"ProblemInstances.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/ProblemInstances.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d9a488fae1bb80a3"}},{"code_sha256_prefix":"d3f2c991bf83f527","entry":"projectToSimplex","repo":"neu-spiral/OSMviaOCO","repo_kind":"official","path":"helpers.py","file_url":"https://github.com/neu-spiral/OSMviaOCO/blob/HEAD/helpers.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d3f2c991bf83f527"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}