Relevant and Irrelevant: A Renormalization Group Analysis of Transformer Attention

arXiv:2607.15449v1 Announce Type: new Abstract: Using the language of Wilsonian renormalization group theory (RG), we treat the Transformer's attention mechanism as a perturbation of the trained MLP residual-stack fixed point and ask whether it constitutes a relevant, marginal, or irrelevant operator. We derive a fixed-point shift formula and obtain four testable predictions for the fixed-point geometry, effective rank profile, layer specificity, and perturbation decay spectrum. Testing these on...

arXiv cs.LG ·Parviz Haggi-Mani, Irina Rish ·
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