There's no way to recover the deleted collections now.
I suggest that you can backup the collections timely by sending them to Excel/OneNote/Word in the future to avoid the lost of collections.
You can also provide feedback to Edge team to suggest them to add a feature to recover the deleted collections by using Send feedback button (Alt+Shift+I) in Edge browser.
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