Research Main Page
My main research interest is in the old-fashioned goal of Artificial
Intelligence (AI), that of building autonomous agents that can learn to be broadly competent in complex, dynamic, and uncertain environments. The field of reinforcement learning (RL) has focused on this goal and accordingly my deepest contributions are in RL.
Recent efforts combine Deep Learning and Reinforcement Learning as well as Meta Learning and Reinforcement Learning.
From time to time, I take seriously the challenge of
building agents that can interact with other agents and even humans in
both artificial and natural environments. This has led to research in:
For a few years I explored Healthcare as an application area.