• Technical Conference:  30 March – 03 April 2025
  • Exhibition: 01 – 03 April 2025
  • Moscone Center, San Francisco, California, USA
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Poster / Demo

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


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