The Wikipedia page that I found is Autonomous Robots. This page is outdated, the information and pictures seem to be of older robots, and the section Open Problems in Autonomous Robotics says only "There are several open problems in autonomous robotics which are special to the field rather than being a part of the general pursuit of AI." This is not nearly enough information about problems in autonomous robotics and could be something we expand upon greatly.