From the perspective of neuromorphic dynamics, this paper constructs a novel Two-Dimensional Neural-Sine Coupled Hyperchaotic Map (2D-NSCHM) by embedding Mish and Swish activation functions into a sine-modulated coupling framework to introduce controllable nonlinear gradients. Unlike traditional …