In situ learning-based spin engineering of pulsed dynamic nuclear polarization

Filip V. Jensen; José P. Carvalho; Nino Wili; Asbjørn Holk Thomsen; David L. Goodwin; Lukas Trottner; Claudia Strauch; Anders Bodholt Nielsen; Niels Chr. Nielsen

doi:10.1126/sciadv.aeh4467

In situ learning-based spin engineering of pulsed dynamic nuclear polarization

Filip V. Jensen, José P. Carvalho, Nino Wili, Asbjørn Holk Thomsen, David L. Goodwin, Lukas Trottner, Claudia Strauch, Anders Bodholt Nielsen, Niels Chr. Nielsen

2026Science Advances 12, eaeh4467CC BY 4.0LCP000085

Fig. 3, panel (a)

Absolute offset-averaged enhancement $|\overline{\epsilon}|$ against sequence number for the 1000 evaluations of the Bayesian in situ optimization of a four-pulse excitation sequence followed by cRW-OPT1. The dashed line is the highest value so far; the open circle marks the best sequence.

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Data: data.csv

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This panel was regenerated by running the authors' plotting code and data from their public data deposit (Zenodo: https://doi.org/10.5281/zenodo.21063883, CC BY 4.0). The plot shown here is re-rendered for interactive viewing and analysis. See the paper for the original figure and full scientific context.

License: CC BY 4.0.

Sci. Adv. 12, eaeh4467 (2026) · DOI: 10.1126/sciadv.aeh4467

Other panels of Fig. 3: (b) (c) (d) (e) (f)

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