{"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/modeling-temporal-dependencies-in-high","title":"Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription","arxiv_id":"1206.6392","date":"2012-06-27","proceeding":null,"authors":["Nicolas Boulanger-Lewandowski","Yoshua Bengio","Pascal Vincent"],"abstract":"We investigate the problem of modeling symbolic sequences of polyphonic music\nin a completely general piano-roll representation. We introduce a probabilistic\nmodel based on distribution estimators conditioned on a recurrent neural\nnetwork that is able to discover temporal dependencies in high-dimensional\nsequences. Our approach outperforms many traditional models of polyphonic music\non a variety of realistic datasets. We show how our musical language model can\nserve as a symbolic prior to improve the accuracy of polyphonic transcription.","url_abs":"http://arxiv.org/abs/1206.6392v1","url_pdf":"http://arxiv.org/pdf/1206.6392v1.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":"modeling-temporal-dependencies-in-high","repo_url":"https://github.com/jsleep/wav2mid","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"language-modeling","task_name":"Language Modeling"},{"task_slug":"language-modelling","task_name":"Language Modelling"},{"task_slug":"music-generation","task_name":"Music Generation"},{"task_slug":"music-modeling","task_name":"Music Modeling"}],"methods":[],"datasets_introduced":[{"slug":"jsb-chorales","name":"JSB Chorales","full_name":""},{"slug":"musedata","name":"MuseData","full_name":"MuseData"}],"methods_introduced":[],"results":[{"leaderboard":"/sota/music-modeling-on-jsb-chorales","task":"Music Modeling","dataset":"JSB Chorales","model":"RNN-NADE","rank_in_archive_order":5,"of":10,"metrics":{"NLL":"5.56"},"uses_additional_data":false},{"leaderboard":"/sota/music-modeling-on-jsb-chorales","task":"Music Modeling","dataset":"JSB Chorales","model":"RNN-RBM","rank_in_archive_order":6,"of":10,"metrics":{"NLL":"6.27"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1206.6392","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}