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Laura Lewis

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Learning the structure of open quantum systemsSummer Cluster Final Workshop 20262026-07-17
Provides efficient algorithms that recover unknown Lindbladians for k‑local, bounded‑degree and some long‑range models, achieving structure learning with total…
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Improved Machine Learning Algorithm for Predicting Ground State PropertiesQuantum Summer Cluster Workshop 20232023-07-10
A classical ML pipeline encodes geometric locality into a feature map, uses L1‑regularized regression (LASSO) plus classical shadows and proven bounds…
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