diff --git a/src/projects/publications.md b/src/projects/publications.md
index 967fdb1..9eb8c12 100644
--- a/src/projects/publications.md
+++ b/src/projects/publications.md
@@ -8,10 +8,11 @@ The following publications relied on DataJoint open-source software for data ana
 
 ## 2024 
 
-+ Mosberger, A.C., Sibener, L.J., Chen, T.X., Rodrigues, H.F., Hormigo, R., Ingram, J.N., Athalye, V.R., Tabachnik, T., Wolpert, D.M., Murray, J.M. and Costa, R.M., 2024. [Exploration biases forelimb reaching strategies](https://www.cell.com/cell-reports/fulltext/S2211-1247(24)00286-9). Cell Reports, 43(4).
++ Mosberger, A.C., Sibener, L.J., Chen, T.X., Rodrigues, H.F., Hormigo, R., Ingram, J.N., Athalye, V.R., Tabachnik, T., Wolpert, D.M., Murray, J.M. and Costa, R.M., 2024. [Exploration biases forelimb reaching strategies](https://www.cell.com/cell-reports/fulltext/S2211-1247(24)00286-9). *Cell Reports*, 43(4).
 
-+ Lee, K. H., Denovellis, E. L., Ly, R., Magland, J., Soules, J., Comrie, A. E., Gramling, D. P., Guidera, J. A., Nevers, R., Adenekan, P., Brozdowski, C., Bray, S. R., Monroe, E., Bak, J. H., Coulter, M. E., Sun, X., Broyles, E., Shin, D., Chiang, S., Holobetz, C., … Frank, L. M. (2024).[Spyglass: a framework for reproducible and shareable neuroscience research](https://doi.org/10.1101/2024.01.25.577295)
-*bioRxiv* 2024.01.25.577295
++ Guidera, J. A., Gramling, D. P., Comrie, A. E., Joshi, A., Denovellis, E. L., Lee, K. H., ... & Frank, L. M. (2024). [Regional specialization manifests in the reliability of neural population codes](https://doi.org/10.1101/2024.01.25.576941). *bioRxiv*, 2024-01.
+
++ Lee, K. H., Denovellis, E. L., Ly, R., Magland, J., Soules, J., Comrie, A. E., Gramling, D. P., Guidera, J. A., Nevers, R., Adenekan, P., Brozdowski, C., Bray, S. R., Monroe, E., Bak, J. H., Coulter, M. E., Sun, X., Broyles, E., Shin, D., Chiang, S., Holobetz, C., … Frank, L. M. (2024).[Spyglass: a framework for reproducible and shareable neuroscience research](https://doi.org/10.1101/2024.01.25.577295) *bioRxiv* 2024.01.25.577295
 
 + Chen, S., Liu, Y., Wang, Z. A., Colonell, J., Liu, L. D., Hou, H., ... & Svoboda, K. (2024). [Brain-wide neural activity underlying memory-guided movement](https://www.cell.com/cell/pdf/S0092-8674(23)01445-9.pdf). Cell, 187(3), 676-691.