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I&C 2023

Learning Mealy machines with one timer

Journal Article journal-article Computer Science ยท Theoretical Computer Science

Abstract

We present Mealy machines with a single timer (MM1Ts), a class of sufficiently expressive models to describe the real-time behavior of many realistic applications that we can learn efficiently. We show how we can obtain learning algorithms for MM1Ts via a reduction to the problem of learning Mealy machines. We describe an implementation of an MM1T learner on top of LearnLib and compare its performance with recent algorithms proposed by Aichernig et al. and An et al. on several realistic benchmarks.

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Context

Venue
Information and Computation
Archive span
1987-2026
Indexed papers
3021
Paper id
970572503538648711
v2026.09.13