Predictive Theory of Mind Models Based on Public Announcement Logic

Jakob Dirk Top*, Catholijn Jonker, Rineke Verbrugge, Harmen de Weerd

*Bijbehorende auteur voor dit werk

OnderzoeksoutputAcademicpeer review

Samenvatting

Epistemic logic can be used to reason about statements such as ‘I know that you know that I know that φ ’. In this logic, and its extensions, it is commonly assumed that agents can reason about epistemic statements of arbitrary nesting depth. In contrast, empirical findings on Theory of Mind, the ability to (recursively) reason about mental states of others, show that human recursive reasoning capability has an upper bound. In the present paper we work towards resolving this disparity by proposing some elements of a logic of bounded Theory of Mind, built on Public Announcement Logic. Using this logic, and a statistical method called Random-Effects Bayesian Model Selection, we estimate the distribution of Theory of Mind levels in the participant population of a previous behavioral experiment. Despite not modeling stochastic behavior, we find that approximately three-quarters of participants’ decisions can be described using Theory of Mind. In contrast to previous empirical research, our models estimate the majority of participants to be second-order Theory of Mind users.

Originele taal-2English
TitelDynamic Logic. New Trends and Applications - 5th International Workshop, DaLi 2023, Revised Selected Papers
RedacteurenNina Gierasimczuk, Fernando R. Velázquez-Quesada
UitgeverijSpringer Science and Business Media Deutschland GmbH
Pagina's85-103
Aantal pagina's19
ISBN van geprinte versie9783031517761
DOI's
StatusPublished - 13-jan.-2024
Evenement5th International Workshop on Dynamic Logic - New Trends and Applications, DaLi 2023 - Tbilisi, Georgia
Duur: 15-sep.-202316-sep.-2023

Publicatie series

NaamLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume14401 LNCS
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Conference

Conference5th International Workshop on Dynamic Logic - New Trends and Applications, DaLi 2023
Land/RegioGeorgia
StadTbilisi
Periode15/09/202316/09/2023

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