diff --git a/docs/source/using-xgi.rst b/docs/source/using-xgi.rst
index d38371bc..5685e0f2 100644
--- a/docs/source/using-xgi.rst
+++ b/docs/source/using-xgi.rst
@@ -22,6 +22,11 @@ Gonzalo Contreras-Aso, Regino Criado, and Miguel Romance, "Beyond directed hyper
 :bdg-link-primary-line:`Paper <https://doi.org/10.1093/comnet/cnae037>`
 :bdg-link-primary-line:`Code <https://github.com/goznalo-git/DirectedHyperCentrality>`
 
+Gonzalo Contreras-Aso, Cristian Pérez-Corral, and Miguel Romance, "Uplifting edges in higher order networks: spectral centralities for non-uniform hypergraphs", AIMS Mathematics, Volume 9, Issue 11: 32045-32075 (2024).
+
+:bdg-link-primary-line:`Paper <https://doi.org/10.3934/math.20241539>`
+:bdg-link-primary-line:`Code <https://github.com/LaComarca-Lab/non-uniform-hypergraphs>`
+
 Iacopo Iacopini, Márton Karsai, and Alain Barrat, "The temporal dynamics of group interactions in higher-order social networks", *Nature Communications* **15**, 7391 (2024).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.1038/s41467-024-50918-5>`
@@ -52,6 +57,7 @@ Yuanzhao Zhang, Per Sebastian Skardal, Federico Battiston, Giovanni Petri, and M
 :bdg-link-primary-line:`Paper <https://doi.org/10.1126/sciadv.ado8049>`
 :bdg-link-primary-line:`Code <https://github.com/maximelucas/basins_and_triangles>`
 
+
 2023
 ----
 
@@ -87,6 +93,10 @@ Preprints
 2024
 ----
 
+Gülşah Akçakır, Amina Azaiez, Alberto Ceria, Clara Eminente, Guglielmo Ferranti, Govind Gandhi, Aishvarya Raj, and Iacopo Iacopini, "Exploring the interplay of individual traits and interaction dynamics in preschool social networks", arXiv:2407.12728 (2024).
+
+:bdg-link-primary-line:`Paper <https://arxiv.org/abs/2407.12728>`
+
 Jordan Barrett, Paweł Prałat, Aaron Smith, François Théberge, "Counting simplicial pairs in hypergraphs", arXiv:2408.11806 (2024).
 
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2408.11806>`
@@ -96,6 +106,11 @@ Robin Delabays, Giulia De Pasquale, Florian Dörfler, and Yuanzhao Zhang, "Hyper
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2402.00078>`
 :bdg-link-primary-line:`Code <https://github.com/TaylorBasedHypergraphInference/THIS>`
 
+Laurent Hébert-Dufresne, Nicholas W. Landry, Juniper Lovato, Jonathan St-Onge, Jean-Gabriel Young, Marie-Ève Couture-Ménard, Stéphane Bernatchez, Catherine Choquette, and Alan A. Cohen, "Governance as a complex, networked, democratic, satisfiability problem", arXiv:2412.03421 (2024).
+
+:bdg-link-primary-line:`Paper <https://arxiv.org/abs/2412.03421>`
+:bdg-link-primary-line:`Code <https://github.com/nwlandry/governance>`
+
 Maxime Lucas, Luca Gallo, Arsham Ghavasieh, Federico Battiston, and Manlio De Domenico, "Functional reducibility of higher-order networks", arXiv:2404.08547 (2024).
 
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2404.08547>`
@@ -105,14 +120,6 @@ Corbit R. Sampson, Juan G. Restrepo, "Competing Social Contagions with Opinion D
 
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2408.10373>`
 
-2023
-----
-
-Gonzalo Contreras-Aso, Cristian Pérez-Corral, and Miguel Romance, "Uplifting edges in higher order networks: spectral centralities for non-uniform hypergraphs", arXiv:2310.20335 (2023).
-
-:bdg-link-primary-line:`Paper <https://arxiv.org/abs/2310.20335>`
-:bdg-link-primary-line:`Code <https://github.com/LaComarca-Lab/non-uniform-hypergraphs>`
-
 
 Theses
 ======
@@ -120,6 +127,10 @@ Theses
 2024
 ----
 
+Xie He, "Methods, Analyses, and Applications of Multilayer Temporal Link Prediction in Networks", (2024).
+
+:bdg-link-primary-line:`Thesis <https://digitalcommons.dartmouth.edu/dissertations/271/>`
+
 Yifei (Bell) Luo, "Efficient sampling of configuration model random hypergraphs", (2024).
 
 2023