Download Catppuccin-SE.tar.bz2 archive from Releases and extract into ~/.local/share/icons or /usr/share/icons

Set the gtk-icon-theme-name in ~/.config/gtk-3.0/settings.ini:

gtk-icon-theme-name=Catppuccin-SE

or use a GTK theme manager such as lxappearance.