Amusingly, I meant to link to Real Genius, not Weird Science.
My memory seems to confuse these by way of the 80s-college-party scene trope and Oingo Boingo music as in Rodney Dangerfield's Back to School. I am still surprised that Dead Man's Party is not playing in the scenes with Val Kilmer...