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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Florian Benavent

Normandie Univ, UNICAEN, ENSICAEN, CNRS, GREYC, 14000 Caen


Bruno Zanuttini

Normandie Univ, UNICAEN, ENSICAEN, CNRS, GREYC, 14000 Caen


DOI:

10.1609/aaai.v32i1.12118


Abstract:

We consider sequential decision making problems under uncertainty, in which a user has a general idea of the task to achieve, and gives advice to an agent in charge of computing an optimal policy. Many different notions of advice have been proposed in somewhat different settings, especially in the field of inverse reinforcement learning and for resolution of Markov Decision Problems with Imprecise Rewards. Two key questions are whether the advice required by a specific method is natural for the user to give, and how much advice is needed for the agent to compute a good policy, as evaluated by the user. We give a unified view of a number of proposals made in the literature, and propose a new notion of advice, which corresponds to a user telling why she would take a given action in a given state. For all these notions, we discuss their naturalness for a user and the integration of advice. We then report on an experimental study of the amount of advice needed for the agent to compute a good policy. Our study shows in particular that continual interaction between the user and the agent is worthwhile, and sheds light on the pros and cons of each type of advice.

Topics: AAAI

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Florian Benavent||Bruno Zanuttini An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Florian Benavent||Bruno Zanuttini An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty AAAI 2018, .

Florian Benavent||Bruno Zanuttini (2018). An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Florian Benavent||Bruno Zanuttini. An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Florian Benavent||Bruno Zanuttini. 2018. An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Florian Benavent||Bruno Zanuttini. (2018) "An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Florian Benavent||Bruno Zanuttini, "An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty", AAAI, p., 2018.

Florian Benavent||Bruno Zanuttini. "An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Florian Benavent||Bruno Zanuttini. "An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Florian Benavent||Bruno Zanuttini. An Experimental Study of Advice in Sequential Decision-Making Under Uncertainty. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
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