Going Beyond State-Reaching: Learning Abstractions for Intrinsically Motivated Option Discovery

Akhil Bagaria, Anita De Mello Koch, George Konidaris

Temporal abstraction via options can improve exploration in large environments. However, existing option discovery algorithms find subgoals that target all aspects of the state sim…