Piotr Trochim

Evaluating Model-Based Planning and Planner Amortization for Continuous Control

There is a widespread intuition that model-based control methods should be able to surpass the data efficiency of model-free approaches. In this paper we attempt to evaluate this intuition on various challenging locomotion tasks. We take a hybrid approach, combining model predictive control (MPC) wi…