Beyond Performance: Probing Representation Dynamics In Speech Enhancement Models
Paper • 2512.00482 • Published
clean_idx int64 0 779 ⌀ | snr float64 -10 30 ⌀ | layer stringclasses 168
values | CKA float64 0 1 ⌀ | model_name stringclasses 4
values | noisy_sisdr float64 -130.35 30.2 ⌀ | noisy_stoi float64 -0.22 1 ⌀ | noisy_dnsmos_sig float64 0.51 3.82 ⌀ | noisy_dnsmos_bak float64 0.85 4.23 ⌀ | noisy_dnsmos_ovrl float64 0.87 3.58 ⌀ | enhanced_sisdr float64 -119.79 31.3 ⌀ | enhanced_stoi float64 -0.13 1 ⌀ | enhanced_dnsmos_sig float64 0.51 3.88 ⌀ | enhanced_dnsmos_bak float64 0.76 4.29 ⌀ | enhanced_dnsmos_ovrl float64 0.83 3.7 ⌀ | noisy_pesq float64 1.02 4.63 ⌀ | enhanced_pesq float64 1.02 4.57 ⌀ | noise_name stringclasses 15
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.norm1 | 0.98932 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.norm2 | 0.963814 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.817447 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.norm1 | 0.873228 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.norm2 | 0.807304 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.856331 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.norm1 | 0.856281 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.norm2 | 0.857087 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.849997 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.norm1 | 0.833143 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.norm2 | 0.823879 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.385566 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.norm1 | 0.820229 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.norm2 | 0.841048 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.530829 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.norm1 | 0.634915 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.norm2 | 0.701247 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.326433 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.norm1 | 0.598363 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.norm2 | 0.638646 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.558647 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.norm1 | 0.594462 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.norm2 | 0.595529 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.727987 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.0.norm1 | 0.765064 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.0.norm2 | 0.590173 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.609315 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.1.norm1 | 0.691234 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.1.norm2 | 0.445793 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.43506 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.2.norm1 | 0.457978 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.2.norm2 | 0.196032 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.328872 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.3.norm1 | 0.365873 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.3.norm2 | 0.411998 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.610217 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.0.norm1 | 0.67494 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.0.norm2 | 0.696204 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.710913 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.1.norm1 | 0.774298 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.1.norm2 | 0.686715 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.758268 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.2.norm1 | 0.787112 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.2.norm2 | 0.747762 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.728084 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.3.norm1 | 0.758229 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.3.norm2 | 0.694618 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level2.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.764404 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.0.norm1 | 0.790676 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.0.norm2 | 0.814695 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.957669 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.1.norm1 | 0.88706 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.1.norm2 | 0.87126 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.621219 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.2.norm1 | 0.881495 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.2.norm2 | 0.919298 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.777227 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.3.norm1 | 0.924785 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.3.norm2 | 0.931332 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.decoder_level1.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.885314 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.0.norm1 | 0.775017 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.0.norm2 | 0.783822 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.810143 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.1.norm1 | 0.796018 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.1.norm2 | 0.748637 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.751352 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.2.norm1 | 0.752888 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.2.norm2 | 0.77625 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.791855 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.3.norm1 | 0.808624 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.3.norm2 | 0.707382 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
0 | -10 | TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.574233 | MUSE | -9.767896 | 0.273944 | 3.163975 | 2.024354 | 1.941307 | 13.132002 | 0.454336 | 3.14966 | 3.934669 | 2.826714 | 1.263123 | 1.740896 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.norm1 | 0.988873 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.norm2 | 0.904982 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.434612 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.norm1 | 0.592234 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.norm2 | 0.154692 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.625219 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.norm1 | 0.283234 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.norm2 | 0.264021 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.474039 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.norm1 | 0.242199 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.norm2 | 0.250161 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.334767 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.norm1 | 0.399216 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.norm2 | 0.301318 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.152312 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.norm1 | 0.103793 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.norm2 | 0.152292 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.ffn.project_out | 0.306152 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.norm1 | 0.07054 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.norm2 | 0.077616 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.ffn.project_out | 0.251781 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.norm1 | 0.048487 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.norm2 | 0.040821 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.ffn.project_out | 0.381603 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.0.norm1 | 0.25715 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.0.norm2 | 0.180045 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.0.ffn.project_out | 0.432863 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
1 | -10 | TCFTransformer.latent.mhca_blks.0.transformer_layers.1.norm1 | 0.337999 | MUSE | -9.838917 | 0.549079 | 3.102619 | 1.567796 | 1.727531 | 10.083623 | 0.766709 | 3.477864 | 4.038669 | 3.185893 | 1.060706 | 1.714767 | DKITCHEN |
Pre-computed CKA, diffusion-map, and probing results 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
snr/cka_snr_<model>.parquet: per-architecture (MUSE, MP-SENet, Demucs) CKA values across additive-noise SNRs and DEMAND noise types, with per-row audio quality metrics (PESQ, STOI, SI-SDR, DNSMOS family).reverb/cka_reverb_muse_epoch_<N>.parquet: per-epoch reverb-FT MUSE probing parquets. Epoch 48 is the final fine-tuned model; the others trace the fine-tuning trajectory.diffusion_maps/: pre-computed diffusion-map embeddings per (model, snr, noise, layer).Total ~3.1 GB. To download into a local SE-Probe checkout: python scripts/setup.py --full-data.
@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.