Ishan Durugkar

Ishan Durugkar

Research Scientist at Sony AI. Interested in research and applications of Reinforcement Learning (RL), Multiagent RL, and Robotics

Balancing Individual Preferences and Shared Objectives in Multiagent Reinforcement Learning

Published in International Joint Conference on Artificial Intelligence, 2020

Recommended citation: Ishan Durugkar, Elad Liebman, Peter Stone. (2020). "Balancing Individual Preferences and Shared Objectives in Multiagent Reinforcement Learning". International Joint Conference on Artificial Intelligence, 2020. https://idurugkar.github.com/files/IJCAI20-ishand.pdf

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This paper focuses on such a scenario in which agents have individual preferences regarding how to accomplish the shared task. We consider a mixing scheme that balances the individual preferences with the shared objective and study the subsequent learning behavior.

Recommended citation: Ishan Durugkar, Elad Liebman, Peter Stone. (2020). “Balancing Individual Preferences and Shared Objectives in Multiagent Reinforcement Learning”. International Joint Conference on Artificial Intelligence, 2020