diff --git a/_publications/2024-03-01-hypotheticals.md b/_publications/2024-03-01-hypotheticals.md
deleted file mode 100644
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-title: "Automatically generating hypothetical molecules to identify new organic structure-directing agents for zeolite synthesis"
-collection: publications
-permalink: /publication/2024-03-01-hypotheticals
-date: 2024-03-01
-venue: 'In preparation'
-citation: 'Xie, M.; Paris, C.; Hoffman, A. J.; Schwalbe-Koda, D.; Santiago-Reyes, O.; Moliner, M.; Gómez-Bombarelli, R. Automatically Generating Hypothetical Molecules to Identify New Organic Structure-Directing Agents for Zeolite Synthesis.'
----
-Recommended citation: Xie, M.; Paris, C.; Hoffman, A. J.; Schwalbe-Koda, D.; Santiago-Reyes, O.; Moliner, M.; Gómez-Bombarelli, R. Automatically Generating Hypothetical Molecules to Identify New Organic Structure-Directing Agents for Zeolite Synthesis.
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diff --git a/_publications/2024-10-03-hypotheticals.md b/_publications/2024-10-03-hypotheticals.md
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+---
+title: "An exhaustive mapping of zeolite-template chemical space"
+collection: publications
+permalink: /publication/2024-03-01-hypotheticals
+date: 2024-10-03
+venue: 'ChemRXiv'
+paperurl: 'https://chemrxiv.org/engage/chemrxiv/article-details/66f8658812ff75c3a1cb235d'
+citation: 'Xie, M.; Schwalbe-Koda, D.; Semanate-Esquive, Y. M.; Bello-Jurado, E.; Hoffman, A. J.;  Santiago-Reyes, O.; Paris, C; Moliner, M.; Gómez-Bombarelli, R. An exhaustive mapping of zeolite-template chemical space. ChemRXiv 2024. DOI: 10.26434/chemrxiv-2024-d74sw.'
+---
+[Download paper here](https://chemrxiv.org/engage/chemrxiv/article-details/66f8658812ff75c3a1cb235d)
+
+Recommended citation: Xie, M.; Schwalbe-Koda, D.; Semanate-Esquive, Y. M.; Bello-Jurado, E.; Hoffman, A. J.;  Santiago-Reyes, O.; Paris, C; Moliner, M.; Gómez-Bombarelli, R. An exhaustive mapping of zeolite-template chemical space. ChemRXiv 2024. DOI: 10.26434/chemrxiv-2024-d74sw.
\ No newline at end of file
diff --git a/_publications/2024-10-07-sisso.md b/_publications/2024-10-07-sisso.md
index 1180831d81fd..a39526ea623c 100644
--- a/_publications/2024-10-07-sisso.md
+++ b/_publications/2024-10-07-sisso.md
@@ -5,6 +5,8 @@ permalink: /publication/2024-10-07-sisso
 date: 2024-10-07
 venue: 'ChemRXiv'
 paperurl: 'https://chemrxiv.org/engage/chemrxiv/article-details/66fae4c251558a15ef9d20db'
-citation: 'Hoffman, A. J.; Xie, M.; Gómez-Bombarelli, R. Learning descriptors to predict organic structure-directing agent applicability in zeolite synthesis. ChemRXiv 2022. DOI: 10.26434/chemrxiv-2024-mbg26.'
+citation: 'Hoffman, A. J.; Xie, M.; Gómez-Bombarelli, R. Learning descriptors to predict organic structure-directing agent applicability in zeolite synthesis. ChemRXiv 2024. DOI: 10.26434/chemrxiv-2024-mbg26.'
 ---
-Recommended citation: Hoffman, A. J.; Xie, M.; Gómez-Bombarelli, R. Learning descriptors to predict organic structure-directing agent applicability in zeolite synthesis. ChemRXiv 2022. DOI: 10.26434/chemrxiv-2024-mbg26.
\ No newline at end of file
+[Download paper here](https://chemrxiv.org/engage/chemrxiv/article-details/66fae4c251558a15ef9d20db)
+
+Recommended citation: Hoffman, A. J.; Xie, M.; Gómez-Bombarelli, R. Learning descriptors to predict organic structure-directing agent applicability in zeolite synthesis. ChemRXiv 2024. DOI: 10.26434/chemrxiv-2024-mbg26.
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