{"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/performing-structured-improvisations-with-pre","title":"Performing Structured Improvisations with pre-trained Deep Learning Models","arxiv_id":"1904.13285","date":"2019-04-30","proceeding":null,"authors":["Pablo Samuel Castro"],"abstract":"The quality of outputs produced by deep generative models for music have seen\na dramatic improvement in the last few years. However, most deep learning\nmodels perform in \"offline\" mode, with few restrictions on the processing time.\nIntegrating these types of models into a live structured performance poses a\nchallenge because of the necessity to respect the beat and harmony. Further,\nthese deep models tend to be agnostic to the style of a performer, which often\nrenders them impractical for live performance. In this paper we propose a\nsystem which enables the integration of out-of-the-box generative models by\nleveraging the musician's creativity and expertise.","url_abs":"http://arxiv.org/abs/1904.13285v1","url_pdf":"http://arxiv.org/pdf/1904.13285v1.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":"performing-structured-improvisations-with-pre","repo_url":"https://github.com/psc-g/Psc2","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"deep-learning","task_name":"Deep Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1904.13285","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}