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Author

Baki Gökgöz

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Open access Sep 2026

Activation function saturation determines robustness to conductance nonlinearity in analog in-memory learning

This paper compares five activation functions on MNIST and Fashion-MNIST using an idealized software configuration and a hardware configuration parameterized by the measured conductance characteristics of a fabricated TiO 2 device, and inverts the one familiar from digital deep learning.

Baki Gökgöz, Tolga Aydın, F. Gül · 0 citations

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