LLM-generated quantum circuit Born machine ansätze, guided by hardware-aware prompts and iterative KL feedback, outperform a standard deep ansatz on 12-qubit IBM hardware for Japanese bond-rate modeling.
”Challenges and opportunities in quantum machine learning.” Nature computational science 2.9 (2022): 567-576
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LLM-Guided Ans\"atze Design for Quantum Circuit Born Machines in Financial Generative Modeling
LLM-generated quantum circuit Born machine ansätze, guided by hardware-aware prompts and iterative KL feedback, outperform a standard deep ansatz on 12-qubit IBM hardware for Japanese bond-rate modeling.