Release LUMINA-2M v0.1.0 (2.4M params)

README.md

@@ -21,15 +21,18 @@ Trained on ACOPF datasets spanning **multiple network topologies**, LUMINA-2M ge
 
 ## Model Details
 
-- **Version**: v0.1.0-rc1
+- **Version**: v0.1.0
 - **Model Architecture**: HGT
 - **Total Parameters**: 2,375,548 (2.4M)
 - **Trainable Parameters**: 2,375,548 (2.4M)
 - **Training Case**: case14_ieee, case30_ieee, case57_ieee, case118_ieee, case500_goc, case2000_goc, case4661_sdet, case6470_rte, case10000_goc, case13659_pegase
 - **Training Data Size**: 240,000 samples per case
-- **Training Date**: 2026-06-10
-- **Final Validation Loss**: 0.291310
-- **Training Epochs**: 10
+- **Training Date**: 2026-06-30
+- **Training Epochs**: 27
+- **Loss Type**: Augmented Lagrangian
+- **Final Validation Loss**: 0.468559
+
+> **Note**: The validation loss is only comparable across releases that share the same **Loss Type**. For example, an Augmented Lagrangian loss includes constraint-violation penalties and Lagrangian terms, so its magnitude is not directly comparable to a plain MSE loss.
 
 ## Input Channels
 - **Bus**: 7 features
@@ -157,6 +160,7 @@ https://doi.org/10.48550/arXiv.2406.07234.
 
 | Version | Date | Epochs | Val Loss | Training Case |
 |---------|------|--------|----------|---------------|
+| [v0.1.0](https://huggingface.co/argonne/LUMINA-2M/tree/v0.1.0) | 2026-06-30 | 27 | 0.468559 | case14_ieee, case30_ieee, case57_ieee, case118_ieee, case500_goc, case2000_goc, case4661_sdet, case6470_rte, case10000_goc, case13659_pegase |
 | [v0.1.0-rc1](https://huggingface.co/argonne/LUMINA-2M/tree/v0.1.0-rc1) | 2026-06-10 | 10 | 0.291310 | case14_ieee, case30_ieee, case57_ieee, case118_ieee, case500_goc, case2000_goc, case4661_sdet, case6470_rte, case10000_goc, case13659_pegase |
 
 
@@ -186,6 +190,6 @@ This research used resources of the National Energy Research Scientific Computin
 
 ## License
 
-Released under the Apache License, Version 2.0. See the bundled [`LICENSE`](https://huggingface.co/argonne/LUMINA-2M/blob/v0.1.0-rc1/LICENSE) and [`NOTICE`](https://huggingface.co/argonne/LUMINA-2M/blob/v0.1.0-rc1/NOTICE) files for the full terms and attribution.
+Released under the Apache License, Version 2.0. See the bundled [`LICENSE`](https://huggingface.co/argonne/LUMINA-2M/blob/v0.1.0/LICENSE) and [`NOTICE`](https://huggingface.co/argonne/LUMINA-2M/blob/v0.1.0/NOTICE) files for the full terms and attribution.
 
 Copyright 2026 UChicago Argonne, LLC.

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