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Preprint Sep 2026

Rethinking the Fully Hyperbolic Vision Transformer in Polar Coordinates

Hyperbolic space can embed intrinsic hierarchies in data with low distortion due to the exponential growth of volume with distance from the origin. However, current Lorentz transformer blocks are formulated in ambient coordinates, where numerical errors increase at large radii due to instability in the Lorentzian inner...

A. Bdeir, Niels Landwehr · 0 citations

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