Once you subscribe to one of the podcasts, you can choose the “Manage your account” link from the podcast notes and choose the “Delivery Tab”.

It will give you all of the links to all of your podcasts. I did this from the “Dithering” podcast notes

https://imgur.com/a/ThbTaly