Optimal short-term memory before the edge of chaos in driven random recurrent networks

Taichi Haruna, Kohei Nakajima

The ability of discrete-time nonlinear recurrent neural networks to store time-varying small input signals is investigated by mean-field theory. The combination of a small input st…