Segovia-Aguas, JavierFerrer Mestres, JonathanSergio, Jiménez2025-05-262025-05-262023Segovia-Aguas J, Ferrer-Mestres J, Jiménez S. Synthesis of procedural models for deterministic transition systems. In: Gal K, Nowé A, Nalepa GJ, Fairstein R, Rădulescu R, editors. ECAI 2023: 26th European Conference on Artificial Intelligence; 2023 Sep 30 - Oct 4; Kraków, Poland. Amsterdam: IOS Press; 2023. p. 2081-8. DOI: 10.3233/FAIA2305029781643684369http://hdl.handle.net/10230/70494Comunicació presentada a la 26th European Conference on Artificial Intelligence, celebrada del 30 de setembre al 4 d'octubre de 2023 a Kraków, Poland.This paper introduces a general approach for synthesizing procedural models of the state-transitions of a given discrete system. The approach is general in that it accepts different target languages for modeling the state-transitions of a discrete system; different model acquisition tasks with different target languages, such as the synthesis of STRIPS action models, or the update rule of a cellular automaton, fit as particular instances of our general approach. We follow an inductive approach to synthesis meaning that a set of examples of state-transitions, represented as (pre-state, action, post-state) tuples, are given as input. The goal is to synthesize a structured program that, when executed on a given pre-state, outputs its associated post-state. Our synthesis method implements a combinatorial search in the space of well-structured terminating programs that can be built using a Random-Access Machine (RAM), with a minimalist instruction set, and a finite amount of memory. The combinatorial search is guided with functions that asses the complexity of the candidate programs, as well as their fitness to the given input set of examples.application/pdfeng© 2023 The Authors. This article is published online with Open Access by IOS Press and distributed under the terms of the Creative Commons Attribution Non-Commercial License 4.0 (CC BY-NC 4.0).Programació estructuradaProgramació (Ordinadors)Llenguatges de modelat (Informàtica)info:eu-repo/semantics/conferenceObjecthttp://dx.doi.org/10.3233/FAIA230502info:eu-repo/semantics/openAccess