[PDF][PDF] Why These Automata Types?

U Boker - LPAR, 2018 - faculty.runi.ac.il
There are various types of automata on infinite words, differing in their acceptance
conditions. The most classic ones are weak, Büchi, co-Büchi, parity, Rabin, Streett, and …

Model theory and machine learning

H Chase, J Freitag - Bulletin of Symbolic Logic, 2019 - cambridge.org
About 25 years ago, it came to light that a single combinatorial property determines both an
important dividing line in model theory (NIP) and machine learning (PAC-learnability). The …

[HTML][HTML] Inferring regular languages and ω-languages

D Fisman - Journal of Logical and Algebraic Methods in …, 2018 - Elsevier
In 1987 Angluin proposed an algorithm, termed L⁎ for inferring an unknown regular
language using membership and equivalence queries. This algorithm has found many …

A novel learning algorithm for Büchi automata based on family of DFAs and classification trees

Y Li, YF Chen, L Zhang, D Liu - Information and Computation, 2021 - Elsevier
In this paper, we propose a novel algorithm to learn a Büchi automaton from a teacher who
knows an ω-regular language. The learned Büchi automaton can be a nondeterministic …

Constructing deterministic parity automata from positive and negative examples

L Bohn, C Löding - TheoretiCS, 2024 - theoretics.episciences.org
We present a polynomial time algorithm that constructs a deterministic parity automaton
(DPA) from a given set of positive and negative ultimately periodic example words. We show …

FORQ-based language inclusion formal testing

K Doveri, P Ganty, N Mazzocchi - International Conference on Computer …, 2022 - Springer
We propose a novel algorithm to decide the language inclusion between (nondeterministic)
Büchi automata, a PSpace-complete problem. Our approach, like others before, leverage a …

Passive learning of deterministic Büchi automata by combinations of DFAs

L Bohn, C Löding - 49th International Colloquium on Automata …, 2022 - drops.dagstuhl.de
We present an algorithm that constructs a deterministic Büchi automaton in polynomial time
from given sets of positive and negative example words. This learner constructs multiple …

Learning infinite-word automata with loop-index queries

J Michaliszyn, J Otop - Artificial Intelligence, 2022 - Elsevier
We propose a new framework for active learning of deterministic infinite-words automata. In
our framework, the teacher answers standard membership and equivalence queries, and …

Bounds in query learning

H Chase, J Freitag - Conference on Learning Theory, 2020 - proceedings.mlr.press
We introduce new combinatorial quantities for concept classes, and prove lower and upper
bounds for learning complexity in several models of learning in terms of various …

A Novel Family of Finite Automata for Recognizing and Learning -Regular Languages

Y Li, S Schewe, Q Tang - … on Automated Technology for Verification and …, 2023 - Springer
Abstract Families of DFAs (FDFAs) have recently been introduced as a new representation
of ω-regular languages. They target ultimately periodic words, with acceptors revolving …