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docs(paper): address second-round JOSS review comments - #136

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TomeHirata merged 4 commits into
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docs/joss-round2-review
Aug 30, 2026
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docs(paper): address second-round JOSS review comments#136
TomeHirata merged 4 commits into
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docs/joss-round2-review

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Addresses reviewer comments from openjournals/joss-reviews#11047 (comment).

Summary

  • References
    • Cite scikit-learn where the "scikit-learn-compatible API" is mentioned (and hyphenate the compound adjective).
    • Cite the qte R package (@qte) in both the Statement of Need and the State of the Field, and add a bib entry (Callaway, R package v2.0.0, 2026).
    • Cite @hillstrom2008 and @finkelstein2012 in the Research Impact Statement.
    • Update @oka2025regression to the definitive Econometric Reviews vol. 45(1), pp. 2–17, 2026.
    • Update @yasui2026abema to the definitive Japanese Economic Review vol. 77(2), pp. 391–406.
    • Fix co-author name in @hirata2025efficientscalableestimationdistributional: Uto is Shingo, not Shunsuke.
  • Reproducibility: add a pointer to the online tutorials (https://cyberagentailab.github.io/python-dte-adjustment/tutorials/) that regenerate the two paper figures end-to-end.
  • Quality of writing
    • "scikit-learn compatible API" → "scikit-learn-compatible API".
    • "manual implementations that lack statistical rigor" → "manual implementations that do not provide the inferential guarantees implemented here".
    • "For the same reason the estimators are exposed…" → "For the same reason, the estimators are exposed…".
  • AI Usage Disclosure: state explicitly that the initial draft of the paper was written by the human authors without generative AI.

Test plan

  • Render the JOSS PDF locally / via the draft-pdf workflow and confirm the new citations resolve and the prose reads cleanly.

🤖 Generated with Claude Code

- Cite scikit-learn where the compatible API is mentioned; hyphenate
  "scikit-learn-compatible".
- Cite the qte R package in both the Statement of Need and State of the
  Field, and add a bib entry for it.
- Cite the Hillstrom and Oregon datasets in the Research Impact Statement
  and add a pointer to the online tutorials that reproduce the two paper
  figures.
- Reword "manual implementations that lack statistical rigor" to focus
  on the missing inferential guarantees, and add a missing comma in the
  Software Design paragraph.
- AI Usage Disclosure: state explicitly that the initial draft was
  written by the human authors without generative AI.
- Update the Oka et al. (Econometric Reviews) and Yasui et al. (Japanese
  Economic Review) entries with definitive volume/issue/pages/year.
- Fix co-author name for the Hirata et al. multi-task paper (Uto's given
  name is Shingo, not Shunsuke).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Copilot AI lite review requested due to automatic review settings August 30, 2026 00:38

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TomeHirata and others added 3 commits August 30, 2026 09:40
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Update byambadalai2025efficientestimationdistributionaltreatment with
the official ICML 2025 proceedings metadata (series ICML'25, article
number 224, 24 pages, JMLR.org).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…iance paper

Replace the SSRN DOI with the NeurIPS proceedings DOI and add the
pages, publisher, and series fields for the definitive citation.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@TomeHirata
TomeHirata merged commit f5442e7 into main Aug 30, 2026
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@TomeHirata
TomeHirata deleted the docs/joss-round2-review branch August 30, 2026 00:56
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2 participants