Contraction Theory

A framework for analyzing the stability of nonlinear systems by showing that the distance between any two trajectories converges to zero over time. A system is contracting if its Jacobian is uniformly negative definite. Contraction theory provides a modular approach to stability analysis and has been applied to robot control and learning-based controllers.