It's starting to look like Amanda Seyfried and Ryan Phillippe might actually be a couple!

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The duo, who was first spotted together at Kate Hudson's Halloween party back in October, were caught leaving Fred Segal together just yesterday in L.A. -- and they looked like they didn't want to be seen.

The sightings don't stop there though -- according to Billboard, the two were also seen together at a secret Foo Fighters show last night at Paladino's.

Seyfried was previously linked to her "Mama Mia" co-star Dominic Cooper while Phillippe dated actress Abbie Cornish from 2007 until February 2010.

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