What makes useful auxiliary tasks in reinforcement learning: investigating the effect of the target policy

Banafsheh Rafiee, Jun Jin, Jun Luo +1

Auxiliary tasks have been argued to be useful for representation learning in reinforcement learning. Although many auxiliary tasks have been empirically shown to be effective for a…