Large model weights look Gaussian, random Gaussian updates with learned scales work well for fine-tuning, and the paper builds simple adaptation and merging methods on that view.
We hope that the researchers could have a happy journey, and we hope that after reviewing the appendix, they will gain a deeper understanding of our entire work
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Unveiling the Mystery of Weight in Large Foundation Models: Gaussian Distribution Never Fades
Large model weights look Gaussian, random Gaussian updates with learned scales work well for fine-tuning, and the paper builds simple adaptation and merging methods on that view.