diff --git a/paper/paper.bib b/paper/paper.bib
index 32d51da..1233d2f 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -5,7 +5,7 @@ @article{opensim
   number = {7},
   pages = {e1006223},
   year = {2018},
-  doi = {https://doi.org/10.1371/journal.pcbi.1006223},
+  doi = {10.1371/journal.pcbi.1006223},
   url = {https://doi.org/10.1371/journal.pcbi.1006223},
   author = {Ajay Seth and Jennifer L. Hicks and Thomas K. Uchida and Ayman Habib and Christopher L. Dembia and Jennifer J. Dunne and et al.}
 }
@@ -34,7 +34,7 @@ @article{btk
   pages = {80-87},
   year = {2014},
   issn = {0169-2607},
-  doi = {https://doi.org/10.1016/j.cmpb.2014.01.012},
+  doi = {10.1016/j.cmpb.2014.01.012},
   url = {https://www.sciencedirect.com/science/article/pii/S0169260714000248},
   author = {Arnaud Barre and Stéphane Armand},
   keywords = {Open-source, C3D, User–computer interface, Motion capture systems, Biomechanics},
@@ -74,6 +74,7 @@ @misc{opencap-monocular
       eprint={2603.24733},
       archivePrefix={arXiv},
       primaryClass={cs.CV},
+      doi={10.48550/arXiv.2603.24733},
       url={https://arxiv.org/abs/2603.24733}, 
 }
 
@@ -158,5 +159,6 @@ @article{Magruder2026
 	author = {Magruder, R. Daniel and Gilon, Selim and Falisse, Antoine and Uhlrich, Scott D.},
 	journal = {medRxiv},
 	title = {GaitEncoder: A Foundation Model of Gait Kinematics for Diverse Clinical Applications and Pathologies},
+	doi = {10.64898/2026.07.07.26357479},
 	year = {2026}
 }