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11 changes: 11 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -7,6 +7,17 @@ This changelog is generated using [Towncrier](https://towncrier.readthedocs.io/)

<!-- towncrier release notes start -->

## [v3.0.0](https://github.com/Eventdisplay/Eventdisplay-ML/releases/tag/v3.0.0) - 2026-05-23

### New Features

- Add script to optimize gamma/hadron cut value using Li & Ma significance. Introduce fine binning for cut values and allow to take different source strengths and source spectral shapes into account. ([#56](https://github.com/Eventdisplay/Eventdisplay-ML/pull/56))
- Add energy-bin interpolation support to the gamma/hadron classification application pipeline and improve the cut-optimization utilities by validating/interpolating rate/efficiency surfaces over energy and zenith (via 1/cos(ze) or cos(ze)). Add SHAP summary for gamma/hadron classification. ([#57](https://github.com/Eventdisplay/Eventdisplay-ML/pull/57))
- Add TMVA-style gamma/hadron separation with the same features as TMVA BDT classification analysis. ([#58](https://github.com/Eventdisplay/Eventdisplay-ML/pull/58))
- Improve classification hyperparameters with a focus on robustness, and add user-facing plotting CLI options for selecting `--model_dir`/`--output_dir` and `--energy-bin`. ([#60](https://github.com/Eventdisplay/Eventdisplay-ML/pull/60))
- Add calculation and plotting of zenith-angle dependent signal and background efficiencies (classification mode). ([#61](https://github.com/Eventdisplay/Eventdisplay-ML/pull/61))


## [v2.0.0](https://github.com/Eventdisplay/Eventdisplay-ML/releases/tag/v2.0.0) - 2026-04-03

### New Features
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message: If you use this software, please cite it using these metadata.
title: "Eventdisplay-ML: a machine learning toolkit for Eventdisplay"
doi: 10.5281/zenodo.18117884
version: 0.3.0
date-released: 2026-01-14
version: 3.0.0
date-released: 2026-05-23
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keywords:
- "gamma-ray astronomy"
- "astronomy software"
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