Mo Putera comments on Dissolving the Deep Learning Sample Efficiency Gap

[Mo Putera]

Can you point me towards more reading on the temporal abstraction thing?

[Oliver Sourbut]

Uh, maybe. There’s some scattered stuff. I’m not sure if anyone else is thinking about it the way I do, but probably it’s some of the ‘hierarchical’ (keword) RL/​control and robotics people if anyone. e.g.

• Planning in a hierarchy of abstraction spaces

• Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning

• Option-Critic

• DeepMimic

• Human-Level Reinforcement Learning through Theory-Based Modeling, Exploration, and Planning

• Model-based hierarchical reinforcement learning and human action control