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README.md

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 To suggest fixes to this volume please make a pull request containng the changes requested and a justificaiton for the changes.
 
-To edit the details of this conference work [edit the _config.yml](./_config.yml) file and submit a pull request.
+To edit the details of this conference work edit the [_config.yml](./_config.yml) file and submit a pull request.
 
 To make changes to the individual paper details, edit the associated paper file in the [./_posts](./_posts) subdirectory.
 
-Proceedings of the Thirty-Second Conference on Learning Theory
-  Held in Phoenix, USA on 25-28 June 2019
+For details of how to publish in PMLR please check http://proceedings.mlr.press/faq.html
+
+For details of what is required to submit a proceedings please check http://proceedings.mlr.press/spec.html
+
+
 
 Published as Volume 99 by the Proceedings of Machine Learning Research on 25 June 2019.
 
 Volume Edited by:
-  Alina Beygelzimer
-  Daniel Hsu
+  * Alina Beygelzimer
+  * Daniel Hsu
 
 Series Editors:
-  Neil D. Lawrence
-  Mark Reid
+  * Neil D. Lawrence
+  * Mark Reid