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Interactive AI with a Theory of Mind

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arxiv 1912.05284 v1 pith:GQ7Y6RSR submitted 2019-12-01 cs.HC cs.AI

Interactive AI with a Theory of Mind

classification cs.HC cs.AI
keywords usermindtheoryinteractioninteractivemodellingmulti-agentwork
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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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.

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