Photonic KAN: a Kolmogorov-Arnold Network Inspired Efficient Neuromorphic Accelerator

We propose Photonic Kolmogorov-Arnold Networks, leveraging optical nonlinear transfer functions along edges. It achieves 2300× reduction in footprint-energy efficiency, alongside a 7× reduction in latency compared to previous photonic accelerators.