If anyone is wondering, you can download the .jxl files from here:

https://gitlab.gnome.org/GNOME/gnome-backgrounds/-/tree/main/backgrounds?ref_type=heads

Gotta love that the Python script to generate one of the wallpapers is open source and shared :)