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The home, which E! News confirmed belongs to Pattinson, has been quiet since news first broke of 22-year-old Stewart's infidelity with her Snow White and the Huntsman director Rupert Sanders, 41.
Pattinson, 26, has been living elsewhere -- at least temporarily -- since the cheating scandal went public, but this newest development makes it unclear as to whether he and/or Stewart have officially moved all their stuff out of their LA digs.
Neither star was seen at the house as first one and later a second moving vehicle pulled into the couple's driveway and later drove away. The house could be vacant now, so it's unlikely Pattinson or Stewart, who are reportedly not speaking to each other, will pop there any time soon.
A source told People last week that Pattinson had left the house "heartbroken and angry" over his girlfriend and Twlight costar's betrayal. He is currently in seclusion and has made no statements since Stewart publicly apologized for her indiscretion.
"I'm not sure they'll be able to recover from this," the insider says of the Twilight costars.