Hydraulic valve lifters? Sorry, I'm terrible at diagnosing engine noise in person, worse over the internet.

Bad lifters will knock but clear up as RPM rises. They can be taken apart and cleaned, or replaced with new. I think someone find a source for new that was a very reasonable price, like ten dollars each.