Your concern about catastrophic forgetting is mostly unfounded in the regime of fine-tuning large diffusion models. The weights in this case will maybe suffer from some damage to accuracy on some downstream tasks. In general though, it is not “catastrophic”. I believe this is due to the attention mechanism but I’m happy to be corrected.
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