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Author

Tanner Culpitt

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Preprint Oct 2026

Electronic-Structure-Informed Many-Body Encoding for Quantum Machine Learning

Data encoding is a central challenge in quantum machine learning (QML), as it determines how classical information is mapped onto quantum states and influences the expressive power and efficiency of parameterized quantum circuits. Here, we introduce a physics-informed quantum encoding strategy that exploits the intrins...

Liang-Nuo Zhang, Tanner Culpitt, Qi-Wei Yin et al. · 0 citations

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