diff --git a/paper/references.bib b/paper/references.bib
index 0f79285..1c0e1dc 100644
--- a/paper/references.bib
+++ b/paper/references.bib
@@ -1,12 +1,19 @@
 
 
-@inproceedings{watson2023,
-	title={Adversarial random forests for density estimation and generative modeling},
-	author={Watson, David S and Blesch, Kristin and Kapar, Jan and Wright, Marvin N},
-	booktitle={International Conference on Artificial Intelligence and Statistics},
-	pages={5357--5375},
-	year={2023},
-	organization={PMLR}
+@InProceedings{watson2023,
+  title = 	 {Adversarial Random Forests for Density Estimation and Generative Modeling},
+  author =       {Watson, David S. and Blesch, Kristin and Kapar, Jan and Wright, Marvin N.},
+  booktitle = 	 {Proceedings of The 26th International Conference on Artificial Intelligence and Statistics},
+  pages = 	 {5357--5375},
+  year = 	 {2023},
+  editor = 	 {Ruiz, Francisco and Dy, Jennifer and van de Meent, Jan-Willem},
+  volume = 	 {206},
+  series = 	 {Proceedings of Machine Learning Research},
+  month = 	 {25--27 Apr},
+  publisher =    {PMLR},
+  pdf = 	 {https://proceedings.mlr.press/v206/watson23a/watson23a.pdf},
+  url = 	 {https://proceedings.mlr.press/v206/watson23a.html}
+
 }
 
 @article{goodfellow2014,
@@ -25,20 +32,20 @@ @article{xu2019
 	year={2019}
 }
 
-@misc{nock2023,
+@article{nock2023,
 	title={Generative Forests}, 
 	author={Richard Nock and Mathieu Guillame-Bert},
 	year={2023},
 	eprint={2308.03648},
+	Journal = {ArXiv preprint},
 	archivePrefix={arXiv},
 	primaryClass={cs.LG}
 }
 
 @misc{synthcity,
-	author = {van der Schaar Lab},
-	title = {synthcity: A library for generating and evaluating synthetic tabular data},
+	author = {{van der Schaar Lab}},
+	title = {{synthcity}: A library for generating and evaluating synthetic tabular data},
 	year = {2023},
-	publisher = {GitHub},
 	journal = {GitHub repository},
 	url = {https://github.com/vanderschaarlab/synthcity}
 }
@@ -47,7 +54,6 @@ @misc{rpy2
 	author = {{Laurent Gautier et al.}},
 	title = {rpy2: Python-R Bridge},
 	year = {2023},
-	publisher = {GitHub},
 	journal = {GitHub repository},
 	url = {https://github.com/rpy2/rpy2}
 }
@@ -70,13 +76,13 @@ @article{breiman2001
   pages={5--32},
   year={2001},
   publisher={Springer},
-  doi={https://doi.org/10.1023/A:1010933404324}
+  doi={10.1023/A:1010933404324}
 }
 
 @inproceedings{kingma2014,
   title={Auto-encoding variational Bayes international},
   author={Kingma, DP and Welling, M},
-  booktitle={Proceedings of the International Conference on Learning Representations (ICLR)},
+  booktitle={Proceedings of the 2nd International Conference on Learning Representations (ICLR)},
   year={2014}
 }
 
@@ -122,10 +128,11 @@ @article{shi2006
   number={1},
   pages={118--138},
   year={2006},
+  doi = {10.1198/106186006X94072},
   publisher={Taylor \& Francis}
 }
 
-  @Manual{wright2023,
+  @misc{wright2023,
     title = {{arf}: Adversarial Random Forests},
     author = {Marvin N. Wright and David S. Watson},
     year = {2023},