{"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/a-survey-on-contextual-multi-armed-bandits","title":"A Survey on Contextual Multi-armed Bandits","arxiv_id":"1508.03326","date":"2015-08-13","proceeding":null,"authors":["Li Zhou"],"abstract":"In this survey we cover a few stochastic and adversarial contextual bandit\nalgorithms. We analyze each algorithm's assumption and regret bound.","url_abs":"http://arxiv.org/abs/1508.03326v2","url_pdf":"http://arxiv.org/pdf/1508.03326v2.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":"a-survey-on-contextual-multi-armed-bandits","repo_url":"https://github.com/bgalbraith/bandits","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"multi-armed-bandits","task_name":"Multi-Armed Bandits"},{"task_slug":"survey","task_name":"Survey"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1508.03326","atlas_url":"https://app.syntology.ai/?focus=1508.03326","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}