Prototype-Rectified Iterative Self-supervised Manifold Denoising under Severe Acoustic Shift

Ashish Anand Shukla, Rini Smita Thakur, Aryan Das +1

Audio-Text Foundation Models (ATMs) fail catastrophically under severe acoustic noise, yet existing adaptation strategies either rely on gradient-based Test-Time Adaptation (TTA),…