DOC update paper version

Author: mvdoc

README.rst

@@ -12,9 +12,11 @@ Paper
 
 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 Encoding Model framework: a tutorial introduction to fitting encoding models to fMRI data. https://doi.org/10.31234/osf.io/t975e
+   Dupré la Tour, T., Visconti di Oleggio Castello, M., & Gallant, J. L. (2025). 
+   The Voxelwise Encoding Model framework: a tutorial introduction to fitting encoding models to fMRI data. 
+   https://doi.org/10.31234/osf.io/t975e
 
-You can find a copy of the paper `here <paper/voxelwise_tutorials_paper.pdf>`_.
+You can find a copy of the paper `here <https://doi.org/10.31234/osf.io/t975e>`_.
 
 Tutorials
 =========
@@ -131,8 +133,8 @@ If you use one of our packages in your work (``voxelwise_tutorials`` [1]_,
 ``himalaya`` [2]_, ``pycortex`` [3]_, or ``pymoten`` [4]_), please cite the
 corresponding publications:
 
-.. [1] 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.
+.. [1] Dupré la Tour, T., Visconti di Oleggio Castello, M., & Gallant, J. L. (2025).
+   The Voxelwise Encoding Model framework: a tutorial introduction to fitting encoding models to fMRI data.
    https://doi.org/10.31234/osf.io/t975e
 
 .. [2] Dupré la Tour, T., Eickenberg, M., Nunez-Elizalde, A.O., & Gallant, J. L. (2022).

paper/voxelwise_tutorials_paper.pdf

@@ -5,9 +5,9 @@ Welcome to the tutorials on the Voxelwise Encoding Model framework from the
 
 If you use these tutorials for your work, consider citing the corresponding paper:
 
-> T. Dupré la Tour, M. Visconti di Oleggio Castello, and J. L. Gallant. The Voxelwise Encoding Model framework: a tutorial introduction to fitting encoding models to fMRI data. PsyArXiv, 2024. [doi:10.31234/osf.io/t975e.](https://doi.org/10.31234/osf.io/t975e)
+> T. Dupré la Tour, M. Visconti di Oleggio Castello, and J. L. Gallant. The Voxelwise Encoding Model framework: a tutorial introduction to fitting encoding models to fMRI data. PsyArXiv, 2025. [doi:10.31234/osf.io/t975e.](https://doi.org/10.31234/osf.io/t975e)
 
-You can find a copy of the paper [here](https://github.com/gallantlab/voxelwise_tutorials/blob/main/paper/voxelwise_tutorials_paper.pdf).
+You can find a copy of the paper [here](https://doi.org/10.31234/osf.io/t975e).
 
 ## How to use the tutorials
 

tutorials/pages/index.md

@@ -167,7 +167,7 @@ @article{dupre2023
     author = {Dupré la Tour, T. and Visconti di Oleggio Castello, M. and Gallant, J. L.},
     title = {The Voxelwise Encoding Model framework: a tutorial introduction to fitting encoding models to {fMRI} data},
     journal = {PsyArXiv},
-    year = {2024},
+    year = {2025},
     doi = {10.31234/osf.io/t975e}
 }