Optical Local Search for Opto-Electronic Online Training of Classification Systems

Zibu Hu; Maria Solyanik-Gorgone; Volker J. Sorger; Volker J. Sorger

doi:10.1364/FIO.2022.JW4B.52

Frontiers in Optics + Laser Science 2022 (FIO, LS)
Technical Digest Series (Optica Publishing Group, 2022),
paper JW4B.52
•https://doi.org/10.1364/FIO.2022.JW4B.52

Optical Local Search for Opto-Electronic Online Training of Classification Systems

Zibu Hu, Maria Solyanik-Gorgone, and Volker J. Sorger

Frontiers in Optics 2022

Rochester, New York United States
17–20 October 2022
ISBN: 978-1-957171-17-3

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Joint Poster Session IIIB (Remote) (JW4B)

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Z. Hu, M. Solyanik-Gorgone, and V. J. Sorger, "Optical Local Search for Opto-Electronic Online Training of Classification Systems," in Frontiers in Optics + Laser Science 2022 (FIO, LS), Technical Digest Series (Optica Publishing Group, 2022), paper JW4B.52.

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Abstract

Here we introduce a novel optical local search algorithm and demonstrate its performance for opto-electronic accelerators. Exemplary, we perform an on-line machine learning optimization on an optical convolution layer thereby improving performance.

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