WIth Harlow safely at home, Joel Madden and Nicole Richie do their best to avoid the storm of paparazzi flashbulbs while leaving Japanese restaurant Nobu Malibu last night

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Check out all 14 pictures of Joel Madden and Nicole Richie leaving Nobu in the gallery!

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