no code implementations • 8 Jan 2025 • Alexander Quessy, Thomas Richardson, Sebastian East
However, this approach to safe-learning is often constrained by the demonstrations that are available for learning.
1 code implementation • 22 Sep 2021 • Sebastian East
There has been a recent interest in imitation learning methods that are guaranteed to produce a stabilizing control law with respect to a known system.
no code implementations • ICLR 2020 • Sebastian East, Marco Gallieri, Jonathan Masci, Jan Koutnik, Mark Cannon
This paper proposes a differentiable linear quadratic Model Predictive Control (MPC) framework for safe imitation learning.
1 code implementation • 24 Mar 2019 • Zawar Qureshi, Sebastian East, Mark Cannon
An alternating direction method of multipliers (ADMM) solver is described for optimal resource allocation problems with separable convex quadratic costs and constraints and linear coupling constraints.
Optimization and Control 90C25, 93E20, 65Y05, 65Y20