36 citations · 37 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 1 cited
Will My Robot Achieve My Goals? Predicting the Probability that an MDP Policy Reaches a User-Specified Behavior Target
Alexander Guyer, Thomas G. Dietterich
As an autonomous system performs a task, it should maintain a calibrated estimate of the probability that it will achieve the user's goal. If that probability falls below some desi…
cs.CV2022★ 36 cited
The Familiarity Hypothesis: Explaining the Behavior of Deep Open Set Methods
Thomas G. Dietterich, Alexander Guyer
In many object recognition applications, the set of possible categories is an open set, and the deployed recognition system will encounter novel objects belonging to categories uns…