On the contrary, the celebrity pair was spotted all over each other during Thicke's album release party in New York City on Wednesday.
Photos of Thicke and Patton's PDA come days after the "Blurred Lines" singer was accused of cheating on his wife at the VMA after party with a fan.
Rumors of Thicke's infidelity were sparked by a photograph of the singer and Lana Scolaro, a fan, in which his hand seems to be rather far up inside her dress.
According to Scolaro, she was with Thicke "the whole night" and even "made out" with him at the party.
“I went to the bathroom, and when I came out he was standing there,” she told Life & Style. “He turned off the lights so no one could see us, and he started making out with me. He was grabbing me. He was like, ‘I want to get you into bed!’”
Patton's rep brushed off the rumors claiming, "It's just a girl looking for some attention. Paula and Robin aren't concerned."
Swim Week Miami Beach 2014 [PHOTOS]