update

docs/source/halos.rst

@@ -115,4 +115,7 @@ In general, we recommend using the ``out_X_pid.list`` files that can be read eas
    Vmax = data[:,3]
    PID  = data[:,41] 
    
-   
+.. important::
+
+   In some cases, like in the BSQ simulations, there are some additional folders, like ``hlists`` and ``trees``. These folders contains the halo/subhalo catalogs and merger trees generated after running consistent trees. We note that consistent trees needs multiple snapshots to run, so only some Quijote simulations have these folders. In the case these folders exists, we recommend the user to use them. E.g. it is better to read the ``hlist/hlist_1.00000.list`` file than the ``out_4_pid.list`` as the former contains more information.
+

docs/source/publications.rst

@@ -4,9 +4,14 @@
 Publications
 ************
 
-#. | **syren-halofit: A fast, interpretable, high-precision formula for the ΛCDM nonlinear matter power spectrum**
-   | Deaglan J. Bartlett, Benjamin D. Wandelt, Matteo Zennaro, Pedro G. Ferreira, Harry Desmond
-   | `2402.17492 <https://arxiv.org/abs/2402.17492>`_
+
+#. | **Cosmology at the Field Level with Probabilistic Machine Learning**
+   | Adam Rouhiainen
+   | `PhD thesis <https://arxiv.org/abs/2402.07694>`_
+
+#. | **LtU-ILI: An All-in-One Framework for Implicit Inference in Astrophysics and Cosmology**
+   | Matthew Ho, Deaglan J. Bartlett, Nicolas Chartier, Carolina Cuesta-Lazaro, Simon Ding, Axel Lapel, Pablo Lemos, Christopher C. Lovell, T. Lucas Makinen, Chirag Modi, Viraj Pandya, Shivam Pandey, Lucia A. Perez, Benjamin Wandelt, Greg L. Bryan
+   | `2402.05137 <https://arxiv.org/abs/2402.05137>`_
 
 #. | **SIMBIG: Cosmological Constraints from the Redshift-Space Galaxy Skew Spectra**
    | Jiamin Hou, Azadeh Moradinezhad Dizgah, ChangHoon Hahn, Michael Eickenberg, Shirley Ho, Pablo Lemos, Elena Massara, Chirag Modi, Liam Parker, Bruno Régaldo-Saint Blancard