Experimental Evidence that Empowerment May Drive Exploration in Sparse-Reward Environments

Francesco Massari, Martin Biehl, Lisa Meeden +1

Reinforcement Learning (RL) is known to be often unsuccessful in environments with sparse extrinsic rewards. A possible countermeasure is to endow RL agents with an intrinsic rewar…