{"type":"post","id":"the-accompanying-neurips-2026-paper-describes-the-training-1b1aad","slug":"the-accompanying-neurips-2026-paper-describes-the-training-1b1aad","title":"The accompanying NeurIPS 2026 paper describes the training targets, architecture, and data-quality choices in detail.","description":"A NeurIPS 2026 paper argues that universal speech enhancement improves when teams reconsider the clean target used for training, explicitly manage the distortion--perception trade-off, and prioritize curated data over indiscriminate scale.","retrieval_nugget":"A NeurIPS 2026 paper argues that universal speech enhancement improves when teams reconsider the clean target used for training, explicitly manage the distortion--perception trade-off, and prioritize curated data over indiscriminate scale. For builders of voice systems, it is a reminder that data definitions can constrain output quality as much as model selection.","published_at":"2026-10-31","updated_at":"2026-10-31","record_date":"2026-10-31","date_kind":"published_at","topics":[],"entities":["Universal Speech Enhancement","URGENT 2025","NeurIPS"],"related_patterns":[],"novelty_label":"restatement","what_changed":null,"prior_refs":[],"source_url":"https://arxiv.org/abs/2603.02641","source_urls":["https://arxiv.org/abs/2603.02641"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:the-accompanying-neurips-2026-paper-describes-the-training-1b1aad","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/the-accompanying-neurips-2026-paper-describes-the-training-1b1aad/","markdown":"https://newruntime.com/posts/the-accompanying-neurips-2026-paper-describes-the-training-1b1aad.md","json":"https://newruntime.com/posts/the-accompanying-neurips-2026-paper-describes-the-training-1b1aad.json"},"next_reads":[{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}