Differentiable Model Predictive Control on the GPU

TL;DR

Differentiable model predictive control (MPC) offers a powerful framework for combining learning and control. However, its adoption has been limited by the inherently sequential nature of traditional optimization algorithms, which are challenging to parallelize on modern computing hardware like GPUs.

Opening excerpt from the authors’ abstract. source