What's the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition

Peta Masters, Mor Vered

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

14 Citations (Scopus)

Abstract

Every model involves assumptions. While some are standard to all models that simulate intelligent decision-making (e.g., discrete/continuous, static/dynamic), goal recognition is well known also to involve choices about the observed agent: is it aware of being observed? cooperative or adversarial? In this paper, we examine not only these but the many other assumptions made in the context of model-based goal recognition. By exploring their meaning, the relationships between them and the confusions that can arise, we demonstrate their importance, shed light on the way trends emerge in AI, and suggest a novel means for researchers to uncover suitable avenues for future work.

Original languageEnglish
Title of host publicationProceedings of the Thirtieth International Joint Conference on Artificial Intelligence
EditorsZhi-Hua Zhou
Place of PublicationMarina del Rey CA USA
PublisherAssociation for the Advancement of Artificial Intelligence (AAAI)
Pages4516-4523
Number of pages8
ISBN (Electronic)9780999241196
DOIs
Publication statusPublished - 2021
EventInternational Joint Conference on Artificial Intelligence 2021 - Virtual, Montreal, Canada
Duration: 19 Aug 202127 Aug 2021
Conference number: 30th
https://www.ijcai.org/proceedings/2021/ (Proceedings)
https://ijcai-21.org (Website)

Publication series

NameIJCAI International Joint Conference on Artificial Intelligence
PublisherAssociation for the Advancement of Artificial Intelligence (AAAI)
ISSN (Print)1045-0823

Conference

ConferenceInternational Joint Conference on Artificial Intelligence 2021
Abbreviated titleIJCAI 2021
Country/TerritoryCanada
CityMontreal
Period19/08/2127/08/21
Internet address

Keywords

  • Goal Recognition
  • Agent-based and multi-agent based systems
  • General Humans and AI
  • General Planning and scheduling
  • General

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