IEEE ICC 2019 “Best Paper” details novel deep reinforcement learning approach to maximize overall performance of Software-Defined Networking that supports 5G.
As AI-powered autonomous agents play an increasingly large role in society, we must ensure that their behavior aligns with societal values. To this end, we developed a novel technique for training an AI agent to operate optimally in a given environment while following implicit constraints on its behavior. Our strategy incorporates a bottom-up (or demonstration-based) […]
Recently, impressive progress has been made in neural network question answering (QA) systems which can analyze a passage to answer a question. These systems work by matching a representation of the question to the text to find the relevant answer phrase. But what if the text is potentially all of Wikipedia? And what if the […]