Exploration and Incentives in Reinforcement Learning

Max Simchowitz, Aleksandrs Slivkins

How do you incentivize self-interested agents to $\text{explore}$ when they prefer to $\text{exploit}$? We consider complex exploration problems, where each agent faces the sam…