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K. V. A. Prannessh

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#edge computing Open access Sep 2026

ROTOR: Rotational Orientation Token Organization & Recall — An Attention-Free Multi-Head Non-Abelian Spinor Architecture

ROTOR (Rotational Orientation Token Organization & Recall) is an attention-free, non-abelian geometric sequence architecture designed and invented by Prannessh K.V.A. ROTOR eliminates the quadratic O(N × M) compute and memory bottleneck of Transformer Cross-Attention by accumulating incoming context streams into indepe...

K. V. A. Prannessh · 0 citations

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