cs.AI, cs.SD, eess.AS

Unlocking Strong Supervision: A Data-Centric Study of General-Purpose Audio Pre-Training Methods

arXiv:2603.25767v1 Announce Type: cross
Abstract: Current audio pre-training seeks to learn unified representations for broad audio understanding tasks, but it remains fragmented and is fundamentally bottlenecked by its reliance on weak, noisy, and sc…