reinforcement learning tasks

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AAAI
2007

104views Intelligent Agents» more AAAI 2007»

12 years 8 months ago

Imitation learning, also called learning by watching or programming by demonstration, has emerged as a means of accelerating many reinforcement learning tasks. Previous work has s...

Aaron P. Shon, Deepak Verma, Rajesh P. N. Rao

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ATAL
2009
Springer

135views Intelligent Agents» more ATAL 2009»

An empirical analysis of value function-based and policy search reinforcement learning

13 years 12 days ago

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In several agent-oriented scenarios in the real world, an autonomous agent that is situated in an unknown environment must learn through a process of trial and error to take actio...

Shivaram Kalyanakrishnan, Peter Stone

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ICML
2006
IEEE

153views Machine Learning» more ICML 2006»

Autonomous shaping: knowledge transfer in reinforcement learning

13 years 6 months ago

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We introduce the use of learned shaping rewards in reinforcement learning tasks, where an agent uses prior experience on a sequence of tasks to learn a portable predictor that est...

George Konidaris, Andrew G. Barto

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