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Changwoo Park

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Book Open access Aug 2026

A Differentiable Simulator for Optimizing Time-Domain Analog CNN Accelerators

This work introduces a differentiable, GPU-accelerated CNN inference simulator that backpropagates through the analog accumulation trajectory, and allows gradient-based exploration of high-dimensional, heterogeneous hardware-parameter settings.

Mark Horton, Changwoo Park, Tergel Molom-Ochir et al. · 0 citations

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