"Automatic Programming of Behavior-based Robots using Reinforcement Leraning", Sridhar Mahadevan and Jonathan Connell, Proceedings, AAAI-91, July 1991.

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The Role of Learning in Autonomous Robots - Brooks (1991)   (9 citations)  (Correct)

....with the subsumption architecture. See [Brooks 90b] for a recent overview. Some of these robots have had learning capabilities. But they have not followed the reinforcement learning techniques like Q learning of [Watkins 89] as has the work, with physical robots, of [Kaelbling 90] and [Mahadevan and Connell 91] 2.3 Sensors and Action Real sensors are very noisy. They do not give the same sort of simple mapping from actual world state to a clean input vector that we are used to expecting after using simulated robots. Simple sensors have characteristics which distort the mapping from world state to ....

"Automatic Programming of Behavior-based Robots using Reinforcement Leraning", Sridhar Mahadevan and Jonathan Connell, Proceedings, AAAI-91, July 1991.

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