The Effect of Q-function Reuse on the Total Regret of Tabular, Model-Free, Reinforcement Learning

Volodymyr Tkachuk, Sriram Ganapathi Subramanian, Matthew E. Taylor

Some reinforcement learning methods suffer from high sample complexity causing them to not be practical in real-world situations. $Q$-function reuse, a transfer learning method, is…