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Update data-parallel PINNs citation to Scientific Reports - #2110

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pescap:update-parallel-citation
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pescap wants to merge 3 commits into
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pescap:update-parallel-citation

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@pescap pescap commented Oct 13, 2026 •

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The parallel training page cited the arXiv preprint; the paper is now published.

  • docs/user/parallel.rst: BibTeX points to Scientific Reports 13, 17562 (2023), DOI 10.1038/s41598-023-44541-5.
  • docs/user/research.rst: add the paper to the PINN list.
  • docs/user/research.rst: fix capitalization of Ortega-Culaciati and Escapil-Inchauspé.

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