Reducing details and pointing to rtd

README.md

@@ -32,7 +32,7 @@ large imaging surveys, such as Rubin-LSST, Euclid, and NGRST.
 
 **For a quick read-through of why GaMPEN was developed, what challenges
 it addresses, and how it works** see this
-[link](http://gampen.ghosharitra.com/)
+[link](https://gampen.readthedocs.io/en/latest/About_Gampen.html)
 
 # Documentation
 
@@ -43,30 +43,11 @@ please get in touch with us!
 
 # Morphology Catalogs
 There are multiple structural parameter catalogs that have been created using 
-GaMPEN. A few which were generated by GaMPEN's developers are listed below:-
+GaMPEN. We maintain an updated list on [this page](https://gampen.readthedocs.io/en/latest/Public_data.html).
 
-* Hyper Suprime-Cam Wide PDR2 Galaxies 
-    * [Paper](https://doi.org/10.3847/1538-4357/acd546)
-    * [Catalog](https://gampen.readthedocs.io/en/latest/Public_data.html#hsc-pdr2-galaxies)
-
-* Hyper Suprime-Cam Wide PDR3 AGN Host Galaxies
-    * *More details coming soon*
 
-* JWST CEERS Galaxies 
-    * *More details coming soon*
-
-
-# Publication
-
-GaMPEN was initially introduced in this [ApJ
-paper](https://iopscience.iop.org/article/10.3847/1538-4357/ac7f9e)
-
-An updated record of GaMPEN's trained models and catalogs produced are
-maintained [here](http://gampen.ghosharitra.com/)
-
-## Attribution Info.
-Please cite the above-mentioned publication if you make use of this software
-module or some code herein.
+# Publications
+GaMPEN was initially introduced in the following publication. Please cite this publication if you make use of GaMPEN or some code herein.
 
 ``` tex
 @article{Ghosh2022,
@@ -82,6 +63,9 @@ volume = {935},
 year = {2022},
 }
 ```
+Additionally, if you are using publicly-released GaMPEN models or catalogs for a specific survey, please cite the relevant publication(s) outlined on [this page](https://gampen.readthedocs.io/en/latest/Public_data.html).
+
+
 
 # License