Merge pull request #92 from scikit-learn-contrib/joss-feedback

♻️ fix bib

Author: EmanuelSommer

paper/paper.bib

@@ -1,5 +1,5 @@
 @inproceedings{sommer2025mile,
-    title={Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks},
+    title={{Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks}},
     author={Emanuel Sommer and Jakob Robnik and Giorgi Nozadze and Uros Seljak and David R{\"u}gamer},
     booktitle={The Thirteenth International Conference on Learning Representations},
     year={2025},
@@ -14,7 +14,7 @@ @inproceedings{sommer2026smile
 }
 
 @inproceedings{sommer2024connecting,
-  title={Connecting the Dots: Is Mode-Connectedness the Key to Feasible Sample-Based Inference in Bayesian Neural Networks?},
+  title={{Connecting the Dots: Is Mode-Connectedness the Key to Feasible Sample-Based Inference in Bayesian Neural Networks?}},
   author={Sommer, Emanuel and Wimmer, Lisa and Papamarkou, Theodore and Bothmann, Ludwig and Bischl, Bernd and R{\"u}gamer, David},
   booktitle={Proceedings of the 41st International Conference on Machine Learning},
   year={2024},
@@ -55,7 +55,7 @@ @inproceedings{daxberger2021laplace
 
 @inproceedings{
     duffield2025scalable,
-    title={Scalable Bayesian Learning with posteriors},
+    title={{Scalable Bayesian Learning with posteriors}},
     author={Samuel Duffield and Kaelan Donatella and Johnathan Chiu and Phoebe Klett and Daniel Simpson},
     booktitle={The Thirteenth International Conference on Learning Representations},
     year={2025}
@@ -119,11 +119,11 @@ @article{scikit-learn
 }
 
 @misc{Dua_2019,
-author = "Dua, Dheeru and Graff, Casey",
-year = "2017",
-title = "{UCI} Machine Learning Repository",
-url = "http://archive.ics.uci.edu/ml",
-institution = "University of California, Irvine, School of Information and Computer Sciences"
+author = {Dua, Dheeru and Graff, Casey},
+year = {2017},
+title = {{UCI} Machine Learning Repository},
+url = {http://archive.ics.uci.edu/ml},
+institution = {{University of California, Irvine, School of Information and Computer Sciences}}
 }
 
 @misc{misc_bike_sharing_dataset_275,