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Helping an Agent Reach a Different Goal by Action Transfer in Reinforcement Learning

Chapter


Abstract


  • Reinforcement learning agents can be helped by the knowledge transferred from experienced agents. This paper studies the problem of how an experienced agent helps another agent learn when they have different learning goals by action transfer. This problem is motivated by the widely existing situations where agents have different learning goals and only action transfer is available to agents. To tackle the problem, we propose an approach to facilitate the transfer of actions that are right to a learning agent’s goal. Experimental results show the effectiveness of the proposed approach in transferring right actions to an agent and helping the agent learn to reach a different goal.

Publication Date


  • 2019

Citation


  • Wang, Y., Ren, F., & Zhang, M. (2019). Helping an Agent Reach a Different Goal by Action Transfer in Reinforcement Learning. In Unknown Book (Vol. 11919 LNAI, pp. 15-27). doi:10.1007/978-3-030-35288-2_2

International Standard Book Number (isbn) 13


  • 9783030352875

Scopus Eid


  • 2-s2.0-85076520520

Web Of Science Accession Number


Book Title


  • Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Start Page


  • 15

End Page


  • 27

Abstract


  • Reinforcement learning agents can be helped by the knowledge transferred from experienced agents. This paper studies the problem of how an experienced agent helps another agent learn when they have different learning goals by action transfer. This problem is motivated by the widely existing situations where agents have different learning goals and only action transfer is available to agents. To tackle the problem, we propose an approach to facilitate the transfer of actions that are right to a learning agent’s goal. Experimental results show the effectiveness of the proposed approach in transferring right actions to an agent and helping the agent learn to reach a different goal.

Publication Date


  • 2019

Citation


  • Wang, Y., Ren, F., & Zhang, M. (2019). Helping an Agent Reach a Different Goal by Action Transfer in Reinforcement Learning. In Unknown Book (Vol. 11919 LNAI, pp. 15-27). doi:10.1007/978-3-030-35288-2_2

International Standard Book Number (isbn) 13


  • 9783030352875

Scopus Eid


  • 2-s2.0-85076520520

Web Of Science Accession Number


Book Title


  • Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Start Page


  • 15

End Page


  • 27