Machine Learning-Enhanced Integrated Optical Couplers for Trapped Ion Qubits

We propose machine learning-driven grating coupler in silicon nitride for trapped Ca + ion qubit manipulation, achieving −28.3 dB crosstalk, 0.56 μm beam radius, and 34% efficiency, paving the way to high-fidelity trapped-ion quantum information systems..