DOC also update website

Author: mvdoc

doc/index.rst

@@ -3,7 +3,13 @@ Voxelwise modeling tutorials
 
 
 Welcome to the voxelwise modeling tutorials from the
-`Gallantlab <https://gallantlab.org>`_.
+`GallantLab <https://gallantlab.org>`_.
+
+If you use these tutorials for your work, consider citing the corresponding paper:
+
+Dupré La Tour, T., Visconti di Oleggio Castello, M., & Gallant, J. L. (2024). The Voxelwise Modeling framework: a tutorial introduction to fitting encoding models to fMRI data.
+
+You can find a copy of the paper `here <https://github.com/gallantlab/voxelwise_tutorials/blob/main/paper/voxelwise_tutorials_paper.pdf>`_.
 
 Getting started
 ---------------

doc/references.rst

@@ -126,9 +126,9 @@ Packages
 
 .. _dup2023:
 
-[p1] Dupré La Tour, T., Visconti di Oleggio Castello, M., & Gallant, J. L. (2023).
-   Voxelwise modeling tutorials: an encoding model approach to functional MRI analysis.
-   *In preparation*.
+[p1] Dupré La Tour, T., Visconti di Oleggio Castello, M., & Gallant, J. L. (2024).
+   The Voxelwise Modeling framework: a tutorial introduction to fitting encoding models to fMRI data.
+   *Under review*.
 
 [p2] Dupré La Tour, T., Eickenberg, M., Nunez-Elizalde, A.O., & Gallant, J. L. (2022).
     Feature-space selection with banded ridge regression.