Release 3.1.3: dCDH replicate weights, sparse fallback signaling, Zenodo config

CHANGELOG.md

@@ -7,12 +7,25 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+## [3.1.3] - 2026-04-18
+
+### Added
+- **Replicate-weight variance and PSU-level bootstrap for dCDH** (PR #311) - `ChaisemartinDHaultfoeuille` now accepts `variance_method="replicate"` for BRR / Fay / JK1 / JKn / SDR inference, and PSU-level multiplier bootstrap when `survey_design.psu` is set. Adds df-aware inference (reduced effective df under replicate variance; propagated through delta / HonestDiD surfaces) plus group-level PSU map construction. Validated via per-cohort aggregation, shared-draw multi-horizon bootstrap alignment, and cross-surface df consistency.
+- **Zenodo DOI auto-minting configuration** (PR #321) - `.zenodo.json` at repo root defines release metadata so the next GitHub Release automatically mints a Zenodo DOI (concept DOI + versioned DOI). Also adds a top-level `LICENSE` file for Zenodo archival.
+
+### Fixed
+- **Silent sparse→dense lstsq fallback in `ImputationDiD` and `TwoStageDiD`** (PR #319) - when the sparse solver fails and the dense fallback runs, the estimator now emits a `UserWarning` instead of silently switching paths. Regression tests assert the dense fallback SEs remain usable.
+- **Non-convergence signaling in TROP alternating-minimization solvers** (PR #317) - the global- and local-TROP solvers now emit a `UserWarning` when the alternating-minimization loop exits without meeting tolerance, including LOOCV and bootstrap aggregation paths. Warnings aggregate at top-level call sites to avoid log spam.
+
+### Changed
+- **`/bump-version` skill updates `CITATION.cff`** (PR #320) - internal release-management tooling now keeps `CITATION.cff` `version:` and `date-released:` in sync with the other version surfaces. Resolves a single `RELEASE_DATE` upfront (from the CHANGELOG header if pre-populated, else today's date) and threads it through all date-bearing files — fixes drift that caused v3.1.2 to ship with `CITATION.cff` still pinned at 3.1.1.
+
 ## [3.1.2] - 2026-04-18
 
 ### Fixed
 - **SyntheticDiD catastrophic cancellation at extreme Y scale** (PR #312) - the Frank-Wolfe weight solver lost precision when outcome magnitudes were very large or very small; results are now numerically stable across scales.
-- **Non-convergence signaling in FE imputation alternating-projection solvers** (PR #314) - `ImputationDiD`, `TwoStageDiD`, and shared `within_transform` now emit a `ConvergenceWarning` when the alternating-projection / weighted-demean loop exits without meeting the tolerance. `max_iter` and `tol` are documented on `within_transform`.
-- **Non-convergence signaling in SyntheticDiD Frank-Wolfe solver** (PR #315) - the numpy-path Frank-Wolfe SC weight solver now emits a `ConvergenceWarning` when the loop exits without meeting `min_decrease`. Wrapper-level and `max_iter=0` regression tests added.
+- **Non-convergence signaling in FE imputation alternating-projection solvers** (PR #314) - `ImputationDiD`, `TwoStageDiD`, and shared `within_transform` now emit a `UserWarning` when the alternating-projection / weighted-demean loop exits without meeting the tolerance. `max_iter` and `tol` are documented on `within_transform`.
+- **Non-convergence signaling in SyntheticDiD Frank-Wolfe solver** (PR #315) - the numpy-path Frank-Wolfe SC weight solver now emits a `UserWarning` when the loop exits without meeting `min_decrease`. Wrapper-level and `max_iter=0` regression tests added.
 
 ### Changed
 - Refresh `ROADMAP.md` to drop top-level phase numbering and reflect shipped state through v3.1.1 (PR #313). Absorbs dCDH into the Current State estimator list; adds Recently Shipped summary; reorganizes open work as Shipping Next / Under Consideration / AI-Agent Track / Long-term. Updates `docs/business-strategy.md`, `docs/survey-roadmap.md`, `docs/practitioner_decision_tree.rst`, `docs/choosing_estimator.rst`, `docs/api/chaisemartin_dhaultfoeuille.rst`, `README.md`, and `diff_diff/guides/llms-full.txt` to remove stale phase-deferral language now that the deferred items have shipped.
@@ -1306,6 +1319,7 @@ for the full feature history leading to this release.
 [2.1.2]: https://github.com/igerber/diff-diff/compare/v2.1.1...v2.1.2
 [2.1.1]: https://github.com/igerber/diff-diff/compare/v2.1.0...v2.1.1
 [2.1.0]: https://github.com/igerber/diff-diff/compare/v2.0.3...v2.1.0
+[3.1.3]: https://github.com/igerber/diff-diff/compare/v3.1.2...v3.1.3
 [3.1.2]: https://github.com/igerber/diff-diff/compare/v3.1.1...v3.1.2
 [3.1.1]: https://github.com/igerber/diff-diff/compare/v3.1.0...v3.1.1
 [3.1.0]: https://github.com/igerber/diff-diff/compare/v3.0.2...v3.1.0

CITATION.cff

@@ -7,7 +7,7 @@ authors:
     family-names: Gerber
     orcid: "https://orcid.org/0009-0009-3275-5591"
 license: MIT
-version: "3.1.2"
+version: "3.1.3"
 date-released: "2026-04-18"
 url: "https://github.com/igerber/diff-diff"
 repository-code: "https://github.com/igerber/diff-diff"

diff_diff/__init__.py

@@ -231,7 +231,7 @@
 ETWFE = WooldridgeDiD
 DCDH = ChaisemartinDHaultfoeuille
 
-__version__ = "3.1.2"
+__version__ = "3.1.3"
 __all__ = [
     # Estimators
     "DifferenceInDifferences",

diff_diff/guides/llms-full.txt

@@ -2,7 +2,7 @@
 
 > A Python library for Difference-in-Differences causal inference analysis. Provides sklearn-like estimators with statsmodels-style output for econometric analysis.
 
-- Version: 3.1.2
+- Version: 3.1.3
 - Repository: https://github.com/igerber/diff-diff
 - License: MIT
 - Dependencies: numpy, pandas, scipy (no statsmodels dependency)

pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "maturin"
 
 [project]
 name = "diff-diff"
-version = "3.1.2"
+version = "3.1.3"
 description = "Difference-in-Differences causal inference with sklearn-like API. Callaway-Sant'Anna, Synthetic DiD, Honest DiD, event studies, parallel trends."
 readme = "README.md"
 license = "MIT"

rust/Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "diff_diff_rust"
-version = "3.1.2"
+version = "3.1.3"
 edition = "2021"
 rust-version = "1.84"
 description = "Rust backend for diff-diff DiD library"