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README.md

@@ -15,9 +15,9 @@ size_categories:
   - 1K<n<10K
 ---
 
-# STEMGym: Benchmark Data for Dose-Efficient Autonomous STEM Microscopy
+# STEMGym: A Gymnasium Environment for Benchmarking Dose-Efficient Autonomous Scanning Transmission Electron Microscopy
 
-This dataset accompanies the [STEMGym](https://anonymous.4open.science/r/STEMGym) benchmark — a Gymnasium-based environment for evaluating autonomous dose-efficient scanning transmission electron microscopy (STEM) agents.
+This dataset accompanies the [STEMGym](https://github.com/KurbanIntelligenceLab/STEMGym) benchmark — a Gymnasium-based environment for evaluating autonomous dose-efficient scanning transmission electron microscopy (STEM) agents.
 
 ## Dataset Description
 
@@ -136,4 +136,10 @@ This dataset is released under the [CC-BY-4.0](https://creativecommons.org/licen
 
 ## Citation
 
-Citation will be provided after review.
+```bibtex
+@inproceedings{polat2026stemgym,
+  title={STEMGym: A Gymnasium Environment for Benchmarking Dose-Efficient Autonomous Scanning Transmission Electron Microscopy},
+  author={Polat, Can},
+  year={2026}
+}
+```