Saliency of Attributes in Object Oriented Domains
Object oriented domains, like Starcraft, describe each unit on the map with a set of attributes. Existing saliency methods attempt to provide an explanation at the pixel level, which is not very comprehensible for object oriented domains. In this project, we introduce a differentiable network that maps the attributes of each unit to the inputs, so that the saliency obtained by existing saliency methods can be represented as saliency of the attributes for every unit, and hence denote how important each attribute is to a certain unit.
Major Advisor: Alan Fern
Committee: Fuxin Li
Committee: Prasad Tadepalli
Monday, June 10, 2019 at 11:00am to 1:00pm
Kelley Engineering Center, 2057
110 SW Park Terrace, Corvallis, OR 97331