Stabilizing Neural Control Using Self-Learned Almost Lyapunov Critics

Ya-Chien Chang, Sicun Gao

The lack of stability guarantee restricts the practical use of learning-based methods in core control problems in robotics. We develop new methods for learning neural control polic…