Understanding exploration in humans and machines by formalizing the function of curiosity

Current opinion in behavioral sciences, pp. 118-124, 2020.

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Abstract:

Recent work in machine learning has demonstrated the benefits of providing artificial agents with a sense of curiosity — a form of intrinsic reward that supports exploration. Two strategies have emerged for defining these rewards: favoring novelty and pursuing prediction errors. Psychological theories of curiosity have also emphasized the...More

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