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The 7th Barbados Workshop on Reinforcement Learning took place April 15-18, 2012 at the Bellairs Institute in Holetown, Barbados. The year's theme was Policy Approximation. The workshop was organized by Rich Sutton, Doina Precup, Joseph Modayil, and Elliot Ludvig.