My taskbar icons have become the placeholders, how to fix?

[Windows 11]

I've had this issue a few times but restarting the Explorer via Task Manager worked, but this time it didn't and neither did multiple restarts+shut downs. How do I fix this and make sure it doesn't happen again?

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