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News/The Transformer as a Polar State Estimator
arxiv
PublishedSeptember 10, 2026 at 4:00 AM
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The Transformer as a Polar State Estimator

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arXiv:2605.11007v4 Announce Type: replace-cross Abstract: We show that the core components of the Transformer---attention, residual connections, and normalization---arise naturally from a single geometric state estimation problem. Modeling the latent state in polar coordinates naturally separates ra

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