diff --git a/.github/workflows/draft-pdf.yml b/.github/workflows/draft-pdf.yml
index 61abc0dc..c506ee8d 100644
--- a/.github/workflows/draft-pdf.yml
+++ b/.github/workflows/draft-pdf.yml
@@ -17,7 +17,7 @@ jobs:
         uses: xuanxu/paper-action@main
         with:
           repository_url: http://github.com/PLAID-lib/plaid
-          branch: action_paper
+          branch: ${{ github.ref_name }}
           issue_id: 8393
           journal: joss
       - name: Upload
diff --git a/docs/joss_paper/paper.bib b/docs/joss_paper/paper.bib
index 2607f978..c5c69a18 100644
--- a/docs/joss_paper/paper.bib
+++ b/docs/joss_paper/paper.bib
@@ -3,7 +3,7 @@ @article{casenave2025physics
   author={Casenave, Fabien and Roynard, Xavier and Staber, Brian and Akkari, Nissrine and Piat, William and Bucci, Michele Alessandro and Kabalan, Abbas and Nguyen, Xuan Minh Vuong and Saverio, Luca and Perez, Rapha{\"e}l Carpintero and others},
   journal={arXiv preprint arXiv:2505.02974},
   year={2025},
-  doi={https://doi.org/10.48550/arXiv.2505.02974}
+  doi={10.48550/arXiv.2505.02974}
 }
 
 @inproceedings{poinot2018seven,
@@ -12,7 +12,7 @@ @inproceedings{poinot2018seven
   booktitle={2018 AIAA Aerospace Sciences Meeting},
   pages={1503},
   year={2018},
-  doi={https://doi.org/10.2514/6.2018-1503}
+  doi={10.2514/6.2018-1503}
 }
 
 @article{casenave2024mmgp,
@@ -31,7 +31,7 @@ @article{kabalan2025elasticity
   pages={115929},
   year={2025},
   publisher={Elsevier},
-  doi={https://doi.org/10.1016/j.apm.2025.115929}
+  doi={10.1016/j.apm.2025.115929}
 }
 
 @article{kabalan2025ommgp,
@@ -39,7 +39,7 @@ @article{kabalan2025ommgp
   author={Kabalan, Abbas and Casenave, Fabien and Bordeu, Felipe and Ehrlacher, Virginie},
   journal={arXiv preprint arXiv:2502.11632},
   year={2025},
-  doi={https://doi.org/10.48550/arXiv.2502.11632},
+  doi={10.48550/arXiv.2502.11632},
 }
 
 @inproceedings{perez2024gaussian,
@@ -56,5 +56,5 @@ @article{perez2024learning
   author={Carpintero Perez, Rapha{\"e}l and Da Veiga, S{\'e}bastien and Garnier, Josselin and Staber, Brian},
   journal={arXiv preprint arXiv:2410.15721},
   year={2024},
-  doi={https://doi.org/10.48550/arXiv.2410.15721},
+  doi={10.48550/arXiv.2410.15721},
 }
\ No newline at end of file