Using Curiosity for an Even Representation of Tasks in Continual Offline Reinforcement Learning

Pankayaraj Pathmanathan, Natalia Díaz-Rodríguez, Javier Del Ser

In this work, we investigate the means of using curiosity on replay buffers to improve offline multi-task continual reinforcement learning when tasks, which are defined by the non-…