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Pranav Venkata Konda

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#machine learning Preprint Oct 2026

The Identifiability and Observability of Deep Normalized Attention

We study which parameters of deep, unmasked, single-head attention are determined by its input--output function. For known positive nonconstant real-analytic normalizers, the function generically determines the effective scores and combined value map up to the signs induced by even normalizers. This proves the real-ana...

Pranav Venkata Konda · 0 citations

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