Fixed point theorems arising from seeking steady states of neural networks

When designing dynamic neural networks, it is important to know whether steady state solutions can be guaranteed. By means of critical point theory, several easy-to-use fixed point theorems in RnRn are given for such purposes. Examples are also provided for illustration.