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Bloch dynamics 1geometric quantum gates 1physics-informed neural networks 1quantum optimal control 1single-qubit gate synthesis 1

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quant-ph2026

Evolution-Level Quantum Optimal Control of Single-Qubit Gates with Physics-Informed Neural Networks

Yao Du, Jian-Jian Cheng, Lin Zhang +2

The paper introduces physics-informed neural networks to jointly learn control fields, Bloch-state trajectories, and gate duration for single‑qubit gate synthesis, enabling interpr…