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Toward General Quantum Control with Physics-Informed Large Language Models

quant-ph · 2026-05-25 · unverdicted · novelty 6.0

VF-QCTRL combines LLMs with physics-informed symbolic reasoning and optimization to produce analytic control protocols that match or exceed conventional solvers across a new 16-task benchmark spanning single/multi-qubit, closed/open, and noisy systems.

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  • Toward General Quantum Control with Physics-Informed Large Language Models quant-ph · 2026-05-25 · unverdicted · none · ref 13

    VF-QCTRL combines LLMs with physics-informed symbolic reasoning and optimization to produce analytic control protocols that match or exceed conventional solvers across a new 16-task benchmark spanning single/multi-qubit, closed/open, and noisy systems.