Abstract: Given the advancements in artificial intelligence over the last decade along with the significant decrease in hardware cost, indoor service robots such as Roombas are increasingly becoming a part of our lives. In this talk, I will highlight my lab's recent efforts towards developing AI for such autonomous agents. First, I will discuss an...