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10 changes: 6 additions & 4 deletions README.rst
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Expand Up @@ -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
=========
Expand Down Expand Up @@ -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).
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4 changes: 2 additions & 2 deletions tutorials/pages/index.md
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Expand Up @@ -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

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2 changes: 1 addition & 1 deletion tutorials/static/references.bib
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Expand Up @@ -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}
}

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