Photonic KAN: a Kolmogorov-Arnold Network Inspired Efficient Neuromorphic Accelerator (W2A.40)
Presenter: Yiwei Peng, Hewlett Packard Enterprise
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.
Authors:Yiwei Peng, Hewlett Packard Enterprise / Sean Hooten, Hewlett Packard Enterprise / Xinling Yu, Hewlett Packard Enterprise / Thomas Vaerenbergh, Hewlett Packard Enterprise / Yuan Yuan, Hewlett Packard Enterprise / Xian Xiao, Hewlett Packard Enterprise / Bassem Tossoun, Hewlett Packard Enterprise / Stanley Cheung, Hewlett Packard Enterprise / Marco Fiorentino, Hewlett Packard Enterprise / Raymond Beausoleil, Hewlett Packard Enterprise