??511??????????????????????

Seventy3???NotebookLM???????????????????????????crypto????????AI????????????????????????????????????Deep Delta LearningSummary???????????????????????identity shortcut connection??????????????????????????????????????strictly additive inductive bias????????????????????????????????? Deep Delta Learning?DDL???????????????????????????????????????? Delta Operator??????????? 1 ???A(X)=I??(X)k(X)k(X)????k(X) ???????????(X)?(X) ??????????????????spectral analysis?????(X)?(X) ???????????????? ?????Identity???=0 ?????Orthogonal Projection???=1 Householder ???Householder Reflection???=2??????????????????? 1 ?????synchronized rank-1 delta write???? ?? ?????? kk-???????????? kk-?????????????????????????????????????????????????????????????????????? Transformer ????????? DDL ??????????????????????validation loss??????perplexity????????????????????????????expanded-state setting???????????????????https://arxiv.org/abs/2601.00417