| CPC G02F 1/2257 (2013.01) [G02F 1/212 (2021.01); G02F 1/365 (2013.01); G06N 3/048 (2023.01); G06N 3/067 (2013.01); G02F 2203/15 (2013.01)] | 20 Claims |

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12. A nonlinear activation device, comprising:
a Mach-Zehnder coupler (MZC) comprising a first phase-shift mechanism;
a Mach-Zehnder interferometer (MZI) coupled to the MZC, the MZI comprising a first branch that includes a first waveguide formed of a first material and a second waveguide formed of a second material that is dissimilar to the first material, and a second phase-shift mechanism coupled to the first waveguide; and
a microring resonator (MRR) coupled to the second waveguide, the microring resonator formed of the second material,
wherein the first and second phase-shift mechanisms are configured to control biases of the nonlinear activation device to switchably achieve a desired activation function,
wherein the second material comprises at least one of: (i) a bandgap over 1.9 eV; (ii) a nonlinear refractive index that is greater than 3×10−20 m2/W, and (iii) a linear loss coefficient that is less than 200 dB/m.
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