Decoupling feature extraction from policy learning: assessing benefits of state representation learning in goal based robotics

Antonin Raffin, Ashley Hill, René Traoré +3

Scaling end-to-end reinforcement learning to control real robots from vision presents a series of challenges, in particular in terms of sample efficiency. Against end-to-end learni…