{"ID":2889866,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_url":"https://arxiv.org/abs/2507.20144","arxiv_id":"2507.20144","title":"Awesome-OL: An Extensible Toolkit for Online Learning","abstract":"In recent years, online learning has attracted increasing attention due to its adaptive capability to process streaming and non-stationary data. To facilitate algorithm development and practical deployment in this area, we introduce Awesome-OL, an extensible Python toolkit tailored for online learning research. Awesome-OL integrates state-of-the-art algorithm, which provides a unified framework for reproducible comparisons, curated benchmark datasets, and multi-modal visualization. Built upon the scikit-multiflow open-source infrastructure, Awesome-OL emphasizes user-friendly interactions without compromising research flexibility or extensibility. The source code is publicly available at: https://github.com/liuzy0708/Awesome-OL.","short_abstract":"In recent years, online learning has attracted increasing attention due to its adaptive capability to process streaming and non-stationary data. To facilitate algorithm development and practical deployment in this area, we introduce Awesome-OL, an extensible Python toolkit tailored for online learning research. Awesome...","url_abs":"https://arxiv.org/abs/2507.20144","url_pdf":"https://arxiv.org/pdf/2507.20144v1","authors":"[\"Zeyi Liu\",\"Songqiao Hu\",\"Pengyu Han\",\"Jiaming Liu\",\"Xiao He\"]","published":"2025-07-27T06:34:37Z","proceeding":"cs.LG","tasks":"[\"cs.LG\",\"cs.AI\"]","methods":"[]","has_code":false,"code_links":[{"ID":611698,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_id":2889866,"paper_url":"https://arxiv.org/abs/2507.20144","paper_title":"Awesome-OL: An Extensible Toolkit for Online Learning","repo_url":"https://github.com/liuzy0708/Awesome-OL","is_official":false,"mentioned_in_paper":false,"mentioned_in_github":true,"github_stars":0}]}