Appendix A Review of Local Stability Results We provide a brief review of standard definitions and stability results that we use in the theorem

Neural Information Processing Systems 

All the material can be found in any text in nonlinear systems such as [28]. That is, the system can remain arbitrarily close to the equilibrium point if it starts sufficiently close.