Laura Harrier opts for a laid back look as she departs a film set in Malibu

Dakota Johnson models orange scrunchie as she visits Malibu mansion shared with beau Chris Martin

Caitlyn Jenner keeps it casual in white sweatshirt as she takes her dogs for Starbucks run in Malibu

Avril Lavigne and Mod Sun seal their romance with a kiss as they spend Valentine's Day in Malibu