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Commits on May 9, 2026

• docs: fix 86 Sphinx ERRORs across docstring substitutions and indentation

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Commits on Apr 19, 2026

• Address twentieth round of CI review findings on PR #318

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Commits on Apr 18, 2026

• Signal silent sparse -> dense lstsq fallback in ImputationDiD and TwoStageDiD

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• Signal non-convergence in FE imputation alternating-projection solvers

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Commits on Apr 3, 2026

• Address P2/P3: add always-treated PSU test and update stale docstrings

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• Implement subpopulation approach for survey pretrends

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• Address P1/P2: skip cluster VCV for survey pretrends, add SE=0 CV test

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• Address P0/P1/P2: F-test df, rank-deficient survey VCV, coef_var SE=0

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• Address P0/P1: block replicate pretrend_test, use solve_ols residuals

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• Address P0: reject pretrends + replicate-weight survey designs

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• Address AI review P1/P2/P3 findings for PR #260

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• Add survey support for ImputationDiD pretrends (8e-iii)

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• Address AI review round 2: single-PSU unstratified FPC and stale wrapper docs

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• Address AI review P1/P2/P3 findings

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• Add SDR replicate method and FPC support for ImputationDiD/TwoStageDiD

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Commits on Apr 2, 2026

• Merge pull request #253 from igerber/replicate-weight-expansion

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• Address P2/P3: SA positional assign, ImputationDiD vectorized refit, REGISTRY notes

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• Address P1/P2: zero-weight demeaning safety, df_survey writeback for df=0

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• Write effective replicate df back to survey_metadata.df_survey

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• Address P2s: skip ref-period in ImputationDiD replicate loop, add absorb test

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• Address AI review round 5: SunAbraham full IW refit, rank-deficient nuisance, balance_e horizon set

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• Fix balance_e zero-qualifying-cohort fallback in pretrends path

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• Fix balance_e: keep full Omega_0 for lead regression, restrict only lead indicators

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• Address CI review: survey guard, balance_e propagation, regression tests

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• Reimplement ImputationDiD pre-period coefficients using BJS Test 1

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• Fix P0: use positional indexing for pre-period target-to-omega_0 mapping

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• Address AI review: fix P0 bootstrap balance_e mismatch, P1 survey regression

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• Add pre-period event study coefficients to ImputationDiD and TwoStageDiD

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• Address AI review round 4: ImputationDiD balance_e filter and per-effect df

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• Address AI review round 3: MultiPeriodDiD df fallback, ImputationDiD vector mismatch

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• Address AI review round 2: replicate df=0 for rank-deficient, fix TwoStageDiD/ImputationDiD edge cases

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• Address AI review: propagate replicate SE to all aggregation modes

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• Add replicate weight support to 7 estimators

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Commits on Mar 28, 2026

• Reject replicate designs in unsupported estimators

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Commits on Mar 26, 2026

• Address P3 findings for clean land

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