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README.md

@@ -35,14 +35,14 @@ data = load_dataset(
 
 If you are using the Transform-2D dataset, please consider citing the following paper:
 ```bibtex
-@misc{speicher2024understanding,
-      title={Understanding the Role of Invariance in Transfer Learning}, 
-      author={Till Speicher and Vedant Nanda and Krishna P. Gummadi},
-      year={2024},
-      eprint={2407.04325},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2407.04325}, 
+@article{
+    speicher2024understanding,
+    title={Understanding the Role of Invariance in Transfer Learning},
+    author={Till Speicher and Vedant Nanda and Krishna P. Gummadi},
+    journal={Transactions on Machine Learning Research},
+    issn={2835-8856},
+    year={2024},
+    url={https://arxiv.org/abs/2407.04325},
 }
 ```