Update README.md

Author: OlivierBeq

README.md

@@ -6,6 +6,13 @@ Collection of scripts to interact with the Papyrus bioactivity dataset.
 
 <br/>
 
+**Associated Article:** <a href="https://doi.org/10.1186/s13321-022-00672-x">10.1186/s13321-022-00672-x</a>
+```
+Béquignon OJM, Bongers BJ, Jespers W, IJzerman AP, van de Water B, van Westen GJP.
+Papyrus - A large scale curated dataset aimed at bioactivity predictions.
+J Cheminform 15, 3 (2023). https://doi.org/10.1186/s13321-022-00672-x
+```
+
 **Associated Preprint:** <a href="https://doi.org/10.33774/chemrxiv-2021-1rxhk">10.33774/chemrxiv-2021-1rxhk</a>
 ```
 Béquignon OJM, Bongers BJ, Jespers W, IJzerman AP, van de Water B, van Westen GJP.
@@ -141,9 +148,9 @@ The scripts used to extract subsets, generate models and obtain visualizations c
 
 - [x] Substructure and similarity molecular searches
 - [x] ability to use DNN models
-- [ ] adapt models to QSPRpred
 - [x] ability to repeat model training over multiple seeds
-- [ ] y-scrambling
+- [x] y-scrambling
+- [ ] adapt models to QSPRpred
  
 ## Examples to come