Spectral-rollout loss + cold-start training for poly Ouroboros#5

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spectral-loss-coldstart

Commits on Jun 4, 2026

port: drive low-pass + keep_const to poly Ouroboros

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port: autonomy_score + integrate_poly_autonomous + generate_autonomous

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port: int16-aware voc-window loaders + blk445 staging script

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feat: edge-biased segment sampler with onset/offset/mid categories

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port: multi-resolution STFT loss module (rollout_refine.py)

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feat: spectral-rollout training step + loss_mode='spectral_rollout' branch

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feat: model_seed_cv_spectral -- seed loop + cull + cold-start selection

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feat: blk445 spectral training entry point

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docs: spectral_rollout_blk445 recipe

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gitignore: poly_spectral_*/ training output dirs

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fix: move periodic save_model out of the val block

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Commits on Jun 5, 2026

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