68 citations · 164 across the 4 of their papers we have counts for
4 papers
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…
Active Imitation Learning via Reduction to I.I.D. Active Learning
Kshitij Judah, Alan Fern, Thomas G. Dietterich
In standard passive imitation learning, the goal is to learn a target policy by passively observing full execution trajectories of it. Unfortunately, generating such trajectories c…
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…