diff --git a/paper/bib.bib b/paper/bib.bib
index 7f4cab8..9fbdfb9 100644
--- a/paper/bib.bib
+++ b/paper/bib.bib
@@ -2741,11 +2741,13 @@ @Misc{pawelczyk2022probabilistically
   year          = {2023},
 }
 
-@Article{stutz2022learning,
-  author  = {Stutz, David and Cemgil, Ali Taylan and Doucet, Arnaud and others},
-  title   = {Learning optimal conformal classifiers},
-  journal = {arXiv preprint arXiv:2110.09192},
-  year    = {2021},
+@Misc{stutz2022learning,
+  author        = {David Stutz and Krishnamurthy and Dvijotham and Ali Taylan Cemgil and Arnaud Doucet},
+  title         = {Learning Optimal Conformal Classifiers},
+  eprint        = {2110.09192},
+  archiveprefix = {arXiv},
+  primaryclass  = {cs.LG},
+  year          = {2022},
 }
 
 @InProceedings{grathwohl2020your,
diff --git a/paper/camera-ready/altmeyer.pdf b/paper/camera-ready/altmeyer.pdf
index 3eddf75..9dca024 100644
Binary files a/paper/camera-ready/altmeyer.pdf and b/paper/camera-ready/altmeyer.pdf differ
diff --git a/paper/camera-ready/bib.bib b/paper/camera-ready/bib.bib
index 7f4cab8..9fbdfb9 100644
--- a/paper/camera-ready/bib.bib
+++ b/paper/camera-ready/bib.bib
@@ -2741,11 +2741,13 @@ @Misc{pawelczyk2022probabilistically
   year          = {2023},
 }
 
-@Article{stutz2022learning,
-  author  = {Stutz, David and Cemgil, Ali Taylan and Doucet, Arnaud and others},
-  title   = {Learning optimal conformal classifiers},
-  journal = {arXiv preprint arXiv:2110.09192},
-  year    = {2021},
+@Misc{stutz2022learning,
+  author        = {David Stutz and Krishnamurthy and Dvijotham and Ali Taylan Cemgil and Arnaud Doucet},
+  title         = {Learning Optimal Conformal Classifiers},
+  eprint        = {2110.09192},
+  archiveprefix = {arXiv},
+  primaryclass  = {cs.LG},
+  year          = {2022},
 }
 
 @InProceedings{grathwohl2020your,
diff --git a/paper/paper.pdf b/paper/paper.pdf
index 0441ffb..3fe49a2 100644
Binary files a/paper/paper.pdf and b/paper/paper.pdf differ