Efficient Learning of Weak Deterministic Büchi Automata

Fuente: arXiv
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Hauptverfasser: Alluwayma, Mona, Li, Yong, Schewe, Sven, Tang, Qiyi
Format: Preprint
Veröffentlicht: 2025
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author Alluwayma, Mona
Li, Yong
Schewe, Sven
Tang, Qiyi
author_facet Alluwayma, Mona
Li, Yong
Schewe, Sven
Tang, Qiyi
contents We present an efficient Angluin-style learning algorithm for weak deterministic Büchi automata (wDBAs). Different to ordinary deterministic Büchi and co-Büchi automata, wDBAs have a minimal normal form, and we show that we can learn this minimal normal form efficiently. We provide an improved result on the number of queries required and show on benchmarks that this theoretical advantage translates into significantly fewer queries: while previous approaches require a quintic number of queries, we only require quadratically many queries in the size of the canonic wDBA that recognises the target language.
format Preprint
id arxiv_https___arxiv_org_abs_2508_14274
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Efficient Learning of Weak Deterministic Büchi Automata
Alluwayma, Mona
Li, Yong
Schewe, Sven
Tang, Qiyi
Formal Languages and Automata Theory
We present an efficient Angluin-style learning algorithm for weak deterministic Büchi automata (wDBAs). Different to ordinary deterministic Büchi and co-Büchi automata, wDBAs have a minimal normal form, and we show that we can learn this minimal normal form efficiently. We provide an improved result on the number of queries required and show on benchmarks that this theoretical advantage translates into significantly fewer queries: while previous approaches require a quintic number of queries, we only require quadratically many queries in the size of the canonic wDBA that recognises the target language.
title Efficient Learning of Weak Deterministic Büchi Automata
topic Formal Languages and Automata Theory
url https://arxiv.org/abs/2508.14274