Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
43 changes: 43 additions & 0 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,49 @@ This changelog is generated using [Towncrier](https://towncrier.readthedocs.io/)

<!-- towncrier release notes start -->

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

### New Features

- Add `--max_tel_per_type 10` argument to restrict the number of telescope parameters per telescope type.
Fix bug in indexing arrays with non-continuous telescope identifiers. ([#49](https://github.com/Eventdisplay/Eventdisplay-ML/pull/49))
- Improve stereo reconstruction by adding the geometrical feature img2_ang.
Change clipping min for size to '1' (applicable for small images in SSTs).
Add preview_rows as command line parameter to allow flexible printout for debugging. ([#51](https://github.com/Eventdisplay/Eventdisplay-ML/pull/51))
- **Algorithm improvements**

* Switch to residual learning (predict corrections to baseline reconstructions)
* Add target standardization for balanced multi-target training
* Introduce energy-bin weighting with low-statistics suppression
* Refine XGBoost training (regularization, early stopping, updated hyperparameters)

- **New features**

* Training diagnostics with cached metrics (generalization gap, residual normality)
* SHAP feature importance caching per target
* Diagnostic scripts and CLI tools for evaluation and interpretability
* Reproducible diagnostics via model metadata reconstruction
* Expanded test suite and improved error handling


([#53](https://github.com/Eventdisplay/Eventdisplay-ML/pull/53))

### Maintenance

- Update g/h separation to new sorting scheme of telescope-dependent variables. ([#45](https://github.com/Eventdisplay/Eventdisplay-ML/pull/45))
- Add early stopping to classification. Increase number of estimators. ([#48](https://github.com/Eventdisplay/Eventdisplay-ML/pull/48))
- Add detailed copilot instructions. ([#50](https://github.com/Eventdisplay/Eventdisplay-ML/pull/50))

### Bugfixes

* Correct log10 handling for energy residuals
* Fix scaler loading/inversion in apply pipeline
* Fix energy-bin weighting logic
* Ensure safe energy validation (ErecS) without dropping rows
* Align evaluation metrics with residual formulation
* Resolve pandas/sklearn warnings and compatibility issues


## [v1.0.0](https://github.com/Eventdisplay/Eventdisplay-ML/releases/tag/v1.0.0) - 2026-01-29

First fully stable release of Eventdisplay-ML for stereo (direction and energy) reconstruction.
Expand Down
2 changes: 1 addition & 1 deletion LICENSE
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
BSD 3-Clause License

Copyright (c) 2025, Eventdisplay
Copyright (c) 2025-2026, Eventdisplay (Gernot Maier, DESY)

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
Expand Down
1 change: 0 additions & 1 deletion docs/changes/45.maintenance.md

This file was deleted.

1 change: 0 additions & 1 deletion docs/changes/48.maintenance.md

This file was deleted.

2 changes: 0 additions & 2 deletions docs/changes/49.feature.md

This file was deleted.

1 change: 0 additions & 1 deletion docs/changes/50.maintenance.md

This file was deleted.

3 changes: 0 additions & 3 deletions docs/changes/51.feature.md

This file was deleted.

23 changes: 0 additions & 23 deletions docs/changes/53.feature.md

This file was deleted.

Loading