Yes, the pulleys of your rear derailleur can easily be removed, cleaned, greased, and re-lubricated. I'd recommend doing so about every 500 miles depending on your climate or whenever they start to sound gritty again.
If you haven't yet, I recommend reading all the Park Tool drivetrain care topics.
Steps 9 through 13 particularly on this page should cover the pulleys:
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