10/02/2012 at 05:00 PM EDT
Chris Evans and Minka Kelly are starting October off on the right foot.
Kelly, 32 – who was spotted arm-in-arm with Wilmer Valderrama
in April – was photographed sharing a passionate kiss with Evans, 31, on Monday in front of Hugo's Tacos in L.A.'s Studio City.
The pair, who reportedly dated in 2007, appear obviously cozy in the shot. Last month, reports surfaced that the exes had rekindled their romance.
Kelly split from
her longtime beau, baseball star Derek Jeter, last year.
A rep for both stars says she doesn't comment on her clients' personal lives.