Camera-ready update: de-anonymized model card (public code repository link)

README.md

@@ -58,13 +58,13 @@ They are not intended as generic pretrained models for production PXRD workflows
 
 The CNN control belongs to the validated in-house Vista lineage documented in:
 
-- `docs/review_notes/cnn_rruff325_identification_2026-04-29.md` in the private repo
+- the CNN identification note `cnn_rruff325_identification_2026-04-29.md` (internal training record; the released checkpoint manifest is authoritative)
 
 The ViT checkpoints correspond to the released case-study models enumerated in the public checkpoint manifest.
 
-The associated code, manifests, and reviewer notebooks live in the separate anonymous GitHub reproducibility repo:
+The associated code, manifests, and notebooks live in the public GitHub repository:
 
-- [`neurips-ai-diffraction`](https://anonymous.4open.science/r/neurips-ai-diffraction-4A5D/README.md)
+- [`scattering/InformedXRD`](https://github.com/scattering/InformedXRD)
 
 The associated benchmark payloads live in the separate Hugging Face dataset repo: