diff --git a/_pages/publications.md b/_pages/publications.md
index 03750d9499889..4d216156ab2db 100644
--- a/_pages/publications.md
+++ b/_pages/publications.md
@@ -23,10 +23,10 @@ author_profile: true
 		</td>
 		<td class="publication">
 			<span class="pubtitle">
-				Enabling Inverse Design of Nanoparticle Photophysics via Deep Learning on Heterogeneous Graphs.
+				Calculated Properties of Molecules at Diverse Charge and Spin States for Next-Generation Chemical Machine Learning.
 			</span><br />
 			<span class="authors">
-				Eric   Sivonxay, Lucas   Attia, <b>Evan Walter Clark  Spotte-Smith</b>, Benjamin   Sanchez-Lengeling, Xiaojing   Xia, Daniel   Barter, Emory M.  Chan, and Samuel M.  Blau.
+				<b>Evan Walter Clark  Spotte-Smith</b>, Kareem   Hegazy, Matthew   Avaylon, Santiago   Vargas, Orion   Cohen, Michael W.  Mahoney, Talita   Perciano, Kristin A.  Persson, and Samuel M.  Blau.
 			</span><br />
 			<span class="venuetype"></span><span class="venue">In preparation</span>.
 			<br />
@@ -43,12 +43,12 @@ author_profile: true
 		</td>
 		<td class="publication">
 			<span class="pubtitle">
-				Calculated Properties of Molecules at Diverse Charge and Spin States for Next-Generation Chemical Machine Learning.
+				<a href="/files/papers/sivonxay_inverse_design_2024.pdf">Enabling Inverse Design of Nanoparticle Photophysics via Deep Learning on Heterogeneous Graphs</a>.
 			</span><br />
 			<span class="authors">
-				<b>Evan Walter Clark  Spotte-Smith</b>, Kareem   Hegazy, Matthew   Avaylon, Santiago   Vargas, Orion   Cohen, Michael W.  Mahoney, Talita   Perciano, Kristin A.  Persson, and Samuel M.  Blau.
+				Eric   Sivonxay, Lucas   Attia, <b>Evan Walter Clark  Spotte-Smith</b>, Benjamin   Sanchez-Lengeling, Xiaojing   Xia, Daniel   Barter, Emory M.  Chan, and Samuel M.  Blau.
 			</span><br />
-			<span class="venuetype"></span><span class="venue">In preparation</span>.
+			<span class="venuetype"></span><span class="venue">In review</span>.
 			<br />
 			<span class="links">
 			</span>
diff --git a/files/bib/publications.bib b/files/bib/publications.bib
index 20cb41dbc69a1..775ae578414de 100644
--- a/files/bib/publications.bib
+++ b/files/bib/publications.bib
@@ -1,10 +1,3 @@
-@article{sivonxay202401,
-  title={Enabling Inverse Design of Nanoparticle Photophysics via Deep Learning on Heterogeneous Graphs},
-  author={Sivonxay, Eric and Attia, Lucas and Spotte-Smith, Evan Walter Clark and Sanchez-Lengeling, Benjamin and Xia, Xiaojing and Barter, Daniel and Chan, Emory M. and Blau, Samuel M.},
-  journal={In preparation},
-  year={2024},
-}
-
 @article{spottesmith202401,
   title={Calculated Properties of Molecules at Diverse Charge and Spin States for Next-Generation Chemical Machine Learning},
   author={Spotte-Smith, Evan Walter Clark and Hegazy, Kareem and Avaylon, Matthew and Vargas, Santiago and Cohen, Orion and Mahoney, Michael W. and Perciano, Talita and Persson, Kristin A. and Blau, Samuel M.},
@@ -12,6 +5,14 @@ @article{spottesmith202401
   year={2024},
 }
 
+@article{sivonxay202401,
+  title={Enabling Inverse Design of Nanoparticle Photophysics via Deep Learning on Heterogeneous Graphs},
+  author={Sivonxay, Eric and Attia, Lucas and Spotte-Smith, Evan Walter Clark and Sanchez-Lengeling, Benjamin and Xia, Xiaojing and Barter, Daniel and Chan, Emory M. and Blau, Samuel M.},
+  journal={In review},
+  year={2024},
+  url={/files/papers/sivonxay_inverse_design_2024.pdf}
+}
+
 @article{macknight202401,
   title={Opportunities and Challenges For Large Language Models In the Chemical Sciences},
   author={MacKnight, Robert and Boiko, Daniil A. and Spotte-Smith, Evan Walter Clark and Regio, Jose Emilio and Gallegos, Liliana C. and Neukomm, Théo A. and Gomes, Gabriel dos Passos},
diff --git a/files/papers/sivonxay_inverse_design_2024.pdf b/files/papers/sivonxay_inverse_design_2024.pdf
new file mode 100644
index 0000000000000..fda4e721971f8
Binary files /dev/null and b/files/papers/sivonxay_inverse_design_2024.pdf differ