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Structure over Pixels: Learning Variable-Length Visual Programs

Published • May 28, 2026
Authors:
Piotr Wyrwiński
,
Kacper Dobek
,
Krzysztof Krawiec

Abstract

Discrete visual tokenizers translate images into ordered sequences of codes, providing a natural representation for structural description of scenes. Yet existing adaptive tokenizers either require post-hoc search or select among a discrete set of pre-trained rates, rather than learning a continuous...

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