68 citations · 164 across the 4 of their papers we have counts for
3 papers · 1 filter
Inductive Policy Selection for First-Order MDPs
Sung Wook Yoon, Alan Fern, Robert Givan
We select policies for large Markov Decision Processes (MDPs) with compact first-order representations. We find policies that generalize well as the number of objects in the domain…
Inferring Strategies from Limited Reconnaissance in Real-time Strategy Games
Jesse Hostetler, Ethan W. Dereszynski, Thomas G. Dietterich +1
In typical real-time strategy (RTS) games, enemy units are visible only when they are within sight range of a friendly unit. Knowledge of an opponent's disposition is limited to wh…
Specific-to-General Learning for Temporal Events with Application to Learning Event Definitions from Video
A. Fern, R. Givan, J. M. Siskind
We develop, analyze, and evaluate a novel, supervised, specific-to-general learner for a simple temporal logic and use the resulting algorithm to learn visual event definitions fro…