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L. Torrey, T. Walker, J. Shavlik & R. Maclin (2005).
Knowledge Transfer Via Advice Taking. Proceedings of the Third International Conference on Knowledge Capture (KCAP'05), pp. 217-218, Banff, Canada.



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Abstract:

We present a framework for knowledge transfer from one reinforcement learning task to a related task through advicetaking mechanisms. We discuss the importance of transfer in complex domains such as RoboCup soccer, and show how touse automatically generated advice to perform transfer.

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