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docs(paper): refresh JOSS paper for current library and submission requirements#564
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…quirements Update paper.md and paper.bib so the JOSS submission reflects the current library and meets current JOSS requirements. - Correct estimator count 17 -> 19; enumerate all 19 by name and list diagnostics (Goodman-Bacon, Honest DiD, placebo, pre-trends power) separately - Add a mandatory AI Usage Disclosure section (tool/version, scope of assistance, human-verification affirmation) - Cite the companion arXiv preprint Gerber (2026, 2605.04124) in the Summary, Statement of Need, and Survey-weighted inference section - Soften an overstated survey-validation tolerance (<1e-10 -> test gaps <1e-8, typically <1e-10) and correct "three federal datasets" (the API dataset is California state data, not federal) - Add 4 bib entries (Gerber2026, Abadie2010, Butts2021, deChaisemartin2026) and add arXiv/Springer DOIs across the bibliography - Remove the Acknowledgments section (Wenli Xu remains credited in CONTRIBUTORS.md) - Update date to 3 July 2026 Docs-only change to the paper files; no library code touched. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Summary
paper.md/paper.bibfor the JOSS submission so they reflect the current library and meet current JOSS requirements.<1e-10-> test gaps<1e-8, typically<1e-10) and correct "three federal datasets" (the API dataset is California state data, not federal).CONTRIBUTORS.md); updatedateto 3 July 2026.Methodology references (required if estimator / math changes)
Validation
paper.bib(no orphan/duplicate keys); paper claims cross-checked againstdocs/benchmarks.rstandtests/test_survey_real_data.py.Security / privacy
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