spectral-bounds

CRMA introduces a spectrally-bounded residual adapter that enables continual fine-tuning of LLMs without catastrophic forgetting by enforcing a doubly-stochastic mixing matrix via Sinkhorn normalization. Experimental results on Mistral-7B and Gemma-2-9B show improved backward transfer and reduced forgetting compared to frozen-substrate baselines.