Dustin Morrill
Publications
Composing Efficient, Robust Tests for Policy Selection
UAI, 2023 | Dustin Morrill, Thomas Walsh, Daniel Hernandez, Peter R. Wurman, Peter Stone
Modern reinforcement learning systems produce many high-quality policies throughout the learning process. However, to choose which policy to actually deploy in the real world, they must be tested under an intractable number of environmental conditions. We introduce RPOSST, a...
Blog Posts
RPOSST: Testing an AI Agent for Deployment in the Real World
December 5, 2023 | Peter Stone, Pete Wurman, Game AI, Thomas Walsh, Dustin Morrill
Bleary-eyed engineers know the anxiety that comes with a deployment, and the importance of testing every aspect of a product before it goes to the ...