Aug 15, 2024 · We propose the Photonic KAN -- an integrated all-optical neuromorphic platform leveraging highly parametric optical nonlinear transfer functions along KAN ...
Aug 15, 2024 · We propose the Photonic KAN – an integrated all-optical neuromorphic platform leveraging highly parametric optical nonlinear transfer functions along KAN edges.
Oct 17, 2024 · The Photonic KAN achieves approximately 2300× reduction in footprint-energy efficiency, alongside a 7× reduction in latency in function-fitting ...
Here we propose a photonic neuromorphic architecture that leverages tunable nonlinear functions along network edges. As shown in Fig. 1(a), the laser light ...
Aug 20, 2024 · Inspired by the KAN architecture, we propose the Photonic KAN -- an integrated all-optical neuromorphic platform leveraging highly parametric ...
Aug 19, 2024 · In our test cases, the Photonic KAN showcases enhanced parameter scaling and interpretability compared to existing photonic neural networks. The ...
Aug 18, 2024 · The paper introduces a new type of neural network called Photonic KAN, which is designed to take advantage of photonic hardware.
Valeriy M., PhD, MBA, CQF on X: "Photonic KAN: a Kolmogorov ...
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Dec 5, 2024 · Photonic KAN: a Kolmogorov-Arnold Network Inspired Efficient Photonic Neuromorphic Architecture 🔥🔥🔥🔥🔥 #KAN. Image. 8:00 PM · Dec 5, 2024.
Photonic KAN: a Kolmogorov-Arnold network inspired efficient photonic neuromorphic architecture. preprint posted on 2024-08-20. Yiwei PengYiwei Peng ...
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To overcome these challenges, we introduce Photonic KAN, the first customized photonic accelerator designed for Kolmogorov-Arnold Networks. ... Reference:.