Ziyin Zhou

Compensation-Balanced Recurrent Neural Architecture Based on Nonlinear Spiking Neural Membrane Systems

Nonlinear Spiking Neural P (NSNP) systems offer a biologically inspired framework for modeling nonlinear temporal dynamics via spike consumption and generation. Existing NSNP-based recurrent architectures, such as the long short-term memory model inspired from spiking neural P sy...