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Methods for Diverse Exploration in Reinforcement Learning

Recent advances in autonomy technology have promoted the widespread emergence of autonomous systems in various domains such as domestic robots, self-driving vehicles, and financial management agents. The technology developed in this invention, Diverse Experience Learning (DEL), enables an autonomous system to learn how to perform a complex task from...
Published: 1/17/2020   |   Inventor(s): Lei Yu, Andrew Cohen
Keywords(s): #SUNYresearch, CleanTech, Technology
Category(s): Technology Classifications > Artificial Intelligence, Campus > Binghamton University

Methods for Exploiting Past Experience Data in Reinforcement Learning

Recent advances in autonomy technology have promoted the widespread emergence of autonomous systems in various domains such as domestic robots, self-driving vehicles, and financial management agents. The technology developed in this invention, Fitted Q-Iteration with Complex Returns (CFQI), enables an autonomous system to learn how to perform a complex...
Published: 1/17/2020   |   Inventor(s): Lei Yu, Robert Wright, Steven Loscalzo
Keywords(s): #SUNYresearch, CleanTech, Technology
Category(s): Technology Classifications > Artificial Intelligence, Campus > Binghamton University

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