Interactive AI with a Theory of Mind

Mustafa Mert Çelikok, Tomi Peltola, Pedram Daee, Samuel Kaski

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaKonferenssiesitysScientificvertaisarvioitu

Abstrakti

Understanding each other is the key to success in collaboration. For humans, attributing mental states to others, the theory of mind, provides the crucial advantage. We argue for formulating human--AI interaction as a multi-agent problem, endowing AI with a computational theory of mind to understand and anticipate the user. To differentiate the approach from previous work, we introduce a categorisation of user modelling approaches based on the level of agency learnt in the interaction. We describe our recent work in using nested multi-agent modelling to formulate user models for multi-armed bandit based interactive AI systems, including a proof-of-concept user study.
AlkuperäiskieliEnglanti
Sivumäärä6
TilaJulkaistu - 2019
OKM-julkaisutyyppiEi sovellu
TapahtumaComputational Modeling in Human-Computer Interaction - Glasgow, Iso-Britannia
Kesto: 5 toukok. 20195 toukok. 2019
https://hcicompmodeling.wordpress.com/

Workshop

WorkshopComputational Modeling in Human-Computer Interaction
Maa/AlueIso-Britannia
KaupunkiGlasgow
Ajanjakso05/05/201905/05/2019
www-osoite

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