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Surendra Singh Shekhawat

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#graph neural networks Open access Oct 2026

Optical and Photonic Computing for Deep Learning Acceleration: Silicon Photonics, Mach-Zehnder Meshes, and Wavelength-Division Multiplexing

Abstract—The relentless exponential scaling of foundation models and transformer architectures has pushed conventional silicon complementary metal-oxide-semiconductor (CMOS) digital accelerators (GPUs, TPUs) toward fundamental thermodynamic and interconnect boundaries. Joule heating, resistance-capacitance (RC) interco...

Dhruv Agarwal, Surendra Singh Shekhawat, Dr. Vishal Shrivastava et al. · 0 citations

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