diff --git a/CHANGELOG.md b/CHANGELOG.md
index 74cc9bb..5de161c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,34 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+## [2.3.0] - 2026-02-09
+
+### Added
+- **Borusyak-Jaravel-Spiess (2024) Imputation DiD estimator** (`ImputationDiD`)
+  - Efficient imputation estimator for staggered DiD designs
+  - OLS on untreated observations for unit+time FE, impute counterfactual Y(0), aggregate
+  - Conservative variance (Theorem 3) with `aux_partition` parameter for SE tightness
+  - Pre-trend test (Equation 9) via `results.pretrend_test()`
+  - Percentile bootstrap inference
+  - Influence-function bootstrap with sparse variance and weight/covariate fixes
+  - Absorbing-treatment validation for non-constant `first_treat`
+  - Empty event-study warning for unidentified long-run horizons
+- **`/paper-review` skill** for academic paper methodology extraction
+- **`/read-feedback-revise` skill** for addressing PR review comments
+- **`--pr` flag for `/review-plan` skill** to review plans posted as PR comments
+- **`--updated` flag for `/review-plan` skill** for re-reviewing revised plans
+- **MultiPeriodDiD vs R (fixest) benchmark** for cross-language validation
+
+### Changed
+- Shortened test suite runtime with parallel execution and reduced iterations
+
+### Fixed
+- **TWFE within-transformation bug** identified during methodology review
+- TWFE: added non-{0,1} binary time warning, ATT invariance tests, and R fixture caching
+- TWFE: single-pass demeaning, HC1 test fix, fixest coeftable comparison
+- MultiPeriodDiD: added unit FE and NaN guard for R comparison benchmark
+- Removed tracked PDF from repo and gitignored papers directory
+
 ## [2.2.1] - 2026-02-07
 
 ### Changed
@@ -658,6 +686,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   - `to_dict()` and `to_dataframe()` export methods
   - `is_significant` and `significance_stars` properties
 
+[2.3.0]: https://github.com/igerber/diff-diff/compare/v2.2.1...v2.3.0
 [2.2.1]: https://github.com/igerber/diff-diff/compare/v2.2.0...v2.2.1
 [2.2.0]: https://github.com/igerber/diff-diff/compare/v2.1.9...v2.2.0
 [2.1.9]: https://github.com/igerber/diff-diff/compare/v2.1.8...v2.1.9
diff --git a/diff_diff/__init__.py b/diff_diff/__init__.py
index cfc9ace..4be00bb 100644
--- a/diff_diff/__init__.py
+++ b/diff_diff/__init__.py
@@ -142,7 +142,7 @@
     load_mpdta,
 )
 
-__version__ = "2.2.1"
+__version__ = "2.3.0"
 __all__ = [
     # Estimators
     "DifferenceInDifferences",
diff --git a/pyproject.toml b/pyproject.toml
index 5b03c60..974091d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "maturin"
 
 [project]
 name = "diff-diff"
-version = "2.2.1"
+version = "2.3.0"
 description = "A library for Difference-in-Differences causal inference analysis"
 readme = "README.md"
 license = "MIT"
diff --git a/rust/Cargo.toml b/rust/Cargo.toml
index c19e6cc..c641e82 100644
--- a/rust/Cargo.toml
+++ b/rust/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "diff_diff_rust"
-version = "2.2.1"
+version = "2.3.0"
 edition = "2021"
 description = "Rust backend for diff-diff DiD library"
 license = "MIT"