Still going strong! Scott Disick and Sofia Richie may seem like camera hoes but sometimes they actually try to keep things on the DL ... but they can't hide from X17!

We spotted the May-December couple at a luxury Malibu beach house over the weekend where the two were holed up, enjoying a warm fire, cozied up on a plush couch, overlooking the Pacific Ocean during a cold L.A. weekend.

Perhaps these two are trying to stay out of the spotlight for the time being, given Khloe's unfortunately situation with Tristan hooking up with family friend Jordyn Woods -- who Scott and Sofia both are friends with. Will they disown Jordyn as the rest of the family seems to have done?

For now, they don't have to decide, they just have to sit back, pour a glass of wine and watch the Oscars from their luxe perch above the beautiful beach!