Inference and training in deep learning using a symmetric optical crossbar array

Rui Tang,Shuhei Ohno,Ken Tanizawa,Kazuhiro Ikeda,Makoto Okano,Kasidit Toprasertpong,Shinichi Takagi,Mitsuru Takenaka

2024 Optical Fiber Communications Conference and Exhibition (OFC)（2024）

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摘要

We propose and demonstrate a symmetric optical crossbar array based on microring resonators (MRRs) to accelerate both the inference and training in deep learning, experimentally achieving a 93.3% classification accuracy in an inference task.

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关键词

Deep Learning,Deep Learning Training,Crossbar Array,Optical Array,Symmetric Array,Inference Task,Microring Resonators,Test Data,Phase Shift,Waveguide,Lookup Table,Optical Path,Optical Power,Insertion Loss,Output Ports,Mach-Zehnder Interferometer,Extinction Ratio,Forward Signaling

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