Stone's research specialization is in AI. His research falls mainly in the areas of machine learning, autonomous agents and multiagent systems, robotics, and e-commerce.
- Peter Stone. Layered Learning in Multiagent Systems: A Winning Approach to Robotic Soccer. MIT Press, 2000. (monograph)
- Michael P. Wellman, Amy Greenwald, and Peter Stone. Autonomous Bidding Agents: Strategies and Lessons from the Trading Agent Competition. MIT Press, 2007. (monograph)
- Peter Stone. Intelligent Autonomous Robotics: A Robot Soccer Case Study. Synthesis Lectures on Artificial Intelligence and Machine Learning. Morgan & Claypool Publishers, 2007. (monograph)
UTCS Research Areas: