Winter 2023
-----------

| Sinkformers: Transformers with Doubly Stochastic Attention - Part 1 - `Medha Agarwal <https://medhaaga.github.io/>`_ and Garrett Mulcahy - 01/24/2023
| :download:`Notes <files/1_24_23_notes.pdf>`
| `Video Recording <https://drive.google.com/drive/folders/1wkly6dKH-whS6rUIR3uZpRTxFjnF0DHk?usp=sharing>`_

| Gradient Flows Tutorial Part 3 - `Soumik Pal <https://sites.math.washington.edu/~soumik/>`_ - 01/03/2023
| :download:`Notes <files/1_17_23_notes.pdf>` 
| `Video Recording <https://drive.google.com/drive/folders/11Pj9yn6d8vOMLwjzGx4SowePEicA5KhH?usp=sharing>`_

| Gradient Flows Tutorial Part 2 - `Soumik Pal <https://sites.math.washington.edu/~soumik/>`_ - 01/03/2023
| :download:`Notes <files/1_10_23_notes.pdf>`

| Gradient Flows Tutorial Part 1 - `Soumik Pal <https://sites.math.washington.edu/~soumik/>`_ - 01/03/2023
| :download:`Notes <files/1_3_23_notes.pdf>` 
| `Video Recording <https://drive.google.com/drive/folders/1hqIjhxdgBh4YMiIISH4VkZNzbGXUfYqF?usp=sharing>`_


Autumn 2022
-----------

|  Optimal transport mapping via input convex neural networks - Garrett Mulcahy and Daran Xu - 11/08/2022
|  :download:`Slides <files/11_08_slides.pdf>` :download:`Report <files/11_08_report.pdf>`
|  `Video Recording <https://drive.google.com/drive/folders/1XsM3Ll4hFh-4uuB38JjWiIDNOlyjd1Sd?usp=sharing>`_ 

|  The Expressive Power of a Class of Normalizing Flow Models, Part 2 - `Medha Agarwal <https://medhaaga.github.io>`_ and Garrett Mulcahy - 10/25/2022
|  :download:`Slides <files/10_25_slides.pdf>` 
|  `Video Recording <https://drive.google.com/drive/folders/1nbHKioTqYL4msQwiw-XGM6i-NhR-3NXg?usp=sharing>`_

|  The Expressive Power of a Class of Normalizing Flow Models, Part 1 - `Medha Agarwal <https://medhaaga.github.io>`_ and Garrett Mulcahy - 10/25/2022
|  :download:`Slides <files/10_25_slides.pdf>` 
|  `Video Recording <https://drive.google.com/drive/folders/1-nRxEL3kXeryNNHRj0VCNYoYV2y5MlOQ?usp=sharing>`_

|  Introduction to normalizing flows and their estimation - `Medha Agarwal <https://medhaaga.github.io>`_ and Garrett Mulcahy - 10/18/2022
|  :download:`Notes <files/10_18_report.pdf>` :download:`Slides <files/10_18_slides.pdf>`

|  Proof of convergence of Brenier maps to Knothe transport - `Medha Agarwal <https://medhaaga.github.io/>`_ and Garrett Mulcahy - 10/11/2022
|  :download:`Notes <files/10_11_report.pdf>` :download:`Slides <files/10_11_slides.pdf>`
|  `Video Recording  <https://drive.google.com/drive/folders/1m5gJeh0J3vqgena56xqp_Tkty0GjnT_I?usp=sharing>`_