SiLIF: Structured State Space Model Dynamics and Parametrization for Spiking Neural Networks

Maxime Fabre, Lyubov Dudchenko, Younes Bouhadjar +1

Multi-state spiking neurons combine sparse binary activations with rich second-order nonlinear recurrent dynamics, making them a promising alternative to standard deep learning mod…