Reservoir computing with volatile memristors plus preprocessing reaches 95.89% accuracy on MNIST and stays above 94% even with 20% device variability.
ISAAC: A Convolutional Neural Network Accelerator with In-Situ Analog Arithmetic in Crossbars,
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On the Role of Preprocessing and Memristor Dynamics in Reservoir Computing for Image Classification
Reservoir computing with volatile memristors plus preprocessing reaches 95.89% accuracy on MNIST and stays above 94% even with 20% device variability.