spectral-cascade

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The Routing and Filtering Structure of Attention

arXiv cs.LG · 2026-05-20

The paper decomposes the attention interaction matrix into routing (skew-symmetric) and filtering (symmetric) components, introducing S-D attention to disentangle them. It reveals a spectral cascade in routing that predicts where attention can be simplified, achieving significant parameter reduction with minimal perplexity loss.

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