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R. Thakur

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Preprint Aug 2026

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

PRISM (Prototype-Rectified Iterative Self-supervised Manifold Denoising), a training-free, source-free TTA framework grounded in the Affine Noise Hypothesis, is addressed, making it substantially faster than gradient-based TTA while requiring no additional training.

A. Shukla, R. Thakur, Aryan Das et al. · 0 citations

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