Beyond Performance: Probing Representation Dynamics In Speech Enhancement Models
Paper • 2512.00482 • Published
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Companion model checkpoints for SE-Probe, the public code release for "Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation" (Amar, Ivry, Cohen, 2026).
📄 Paper: arXiv:2512.00482
muse_reverb_e48.pt (2.3 MB): Reverb fine-tuned MUSE checkpoint (epoch 48). PESQ 3.02 / STOI 0.944 on the 824x5 RIR test set; this is the model probed in Section 4.2 of the paper. Trained from the upstream noise-only MUSE g_best, fine-tuned on RIR-Mega convolutive mixtures.The training pipeline that produced this checkpoint is vendored in the SE-Probe repository under training/.
@article{amar2026seprobe,
title = {Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation},
author = {Yair Amar and Amir Ivry and Israel Cohen},
year = {2026},
eprint = {2512.00482},
archivePrefix = {arXiv},
primaryClass = {eess.AS},
url = {https://arxiv.org/abs/2512.00482}
}
MIT.