Update README.md

README.md

@@ -63,14 +63,42 @@ This application demonstrates a drug discovery pipeline that allows users to:
 
 
 
-The application is intended for demonstration purposes and may require adjustments for production use.
-License
+### The application is intended for demonstration purposes and may require adjustments for production use.
+
+## License
 
 This project is licensed under the terms of the MIT license.
 
-## Acknowledgements
+## Attributions and Acknowledgments
+
+### ChEMBL Database:
+This project utilizes data from the ChEMBL Database, licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
+
+Please cite:
+Zdrazil B, Felix E, Hunter F, et al. The ChEMBL Database in 2023: a drug discovery platform spanning multiple bioactivity data types and time periods. Nucleic Acids Research. 2024;52(D1)
+. doi:10.1093/nar/gkad1004
+
+### SAFE Encoding
+
+This project uses the SAFE Encoding framework, licensed under the Apache License 2.0.
+
+Please cite:
+Noutahi E, Gabellini C, Craig M, Lim JS, Tossou P. Gotta be SAFE: A New Framework for Molecular Design. arXiv preprint arXiv:2310.10773, 2023.
+ADMET-AI
+
+### This project utilizes the ADMET-AI platform for predicting ADMET properties. ADMET-AI is licensed under the MIT License.
+
+Please cite:
+Swanson K, Walther P, Leitz J, et al. ADMET-AI: A machine learning ADMET platform for evaluation of large-scale chemical libraries. bioRxiv. 2023. doi:10.1101/2023.12.28.573531
+RDKit
+
+### This project uses RDKit: Open-source cheminformatics software.
+
+Please cite:
+RDKit: Open-source cheminformatics. https://www.rdkit.org
+DOI for the version used: [Insert the specific DOI corresponding to your RDKit version from Zenodo]
+Original Model
+This project fine-tunes an original model using data from the ChEMBL Database.
+
+[Include any necessary details about the original model, its source, and licensing information.]
 
-ADMET-AI: For providing tools to predict ADMET properties.
-OpenAI and Hugging Face: For models and tools used in molecule generation.
-RDKit: For cheminformatics functionalities.
-***Cite other papers here as well***