[Linkpost] ”[Paper] Stringological sequence prediction II” by Vanessa Kosoy episode artwork

EPISODE · Jul 22, 2026 · 1 MIN

[Linkpost] ”[Paper] Stringological sequence prediction II” by Vanessa Kosoy

from LessWrong (30+ Karma)

This is a link post. Abstract: In a previous paper, we began the study of sequence prediction algorithms adapted to stringological word complexity measures. One measure we considered was left-to-right (most-significant-digit-first) automaticity. Here, we show a statistically and computationally efficient algorithm adapted to the "dual" right-to-left (least-significant-digit-first) automaticity, which turns out to be substantially different for our purpose. We also demonstrate a prediction algorithm for a more expressive measure that we call "arithmetic repetition complexity". In particular, the latter can be used for predicting the so-called mix-automatic sequences. This paper continues my sequence on the new approach to compositional learning, started here. Curiously, the ARC complexity measure I define here seems related[1] to my control-theoretic complexity measure for polytope MDPs, even though the motivation here comes from a completely different automata-theoretic angle[2]. The original text contained 2 footnotes which were omitted from this narration. --- First published: July 22nd, 2026 Source: https://www.lesswrong.com/posts/TTei7oq9ndjJFgnsT/paper-stringological-sequence-prediction-ii Linkpost URL:https://arxiv.org/abs/2607.17369 --- Narrated by TYPE III AUDIO.

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[Linkpost] ”[Paper] Stringological sequence prediction II” by Vanessa Kosoy

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