This is a bugfix release which contains a number of small improvements to the 0.15.0 release.

What's Changed

• Fix needs_fit logic for model selection with a fixed model by @kbattocchi in #855
• CATE validation - uplift uniform confidence bands by @amarvenu in #840
• Typo fixes by @alexmalins in #864
• Fix shap_values compatibility with shap>=0.43.0 by adjusting check_additivity parameter handling for TreeExplainer by @jcreinhold in #872
• Optimizing NormalInferenceResults confidence interval method speed by @gdaiha in #879
• Enable scikit-learn 1.5 compatibility by @kbattocchi in #891
• A number of improvements to our infrastructure (#861, #863, #867, #876, #880, #882)

New Contributors

• @alexmalins made their first contribution in #864
• @jcreinhold made their first contribution in #872
• @gdaiha made their first contribution in #879

Full Changelog: v0.15.0...v0.15.1