Rihanna -- Spends the Day with Rob Kardashian

Rihanna and Rob Kardashian spent their entire Saturday together ... going go-karting during the day (above) and hitting up Playhouse in Hollywood at night (below).It's interesting ... the two were rumored to have hooked up all the way back in…