British model Agyness Deyn and American actor Giovanni Ribisi reportedly eloped last weekend.

The pair were spotted at the Los Angeles Country Registrar's office filing papers to formalise their union.

Apparently the couple were eager to keep their marriage clandestine.

"Agyness Deyn and Giovanni Ribisi quietly married in Los Angeles over the weekend," a representative for Giovanni told Us Weekly magazine.

To onlookers at the Registrar's office it was clear that Agyness and Giovanni are madly in love with each other.

"[They were] passionately kissing [for] a while," a witness told Fashionologie.com.

Both Agyness and Giovanni have failed relationships under their belts.

The 29-year-old supermodel split from rocker Josh Hubbard in 2008 after dating for four years.

Giovanni was previously married to actress Mariah O'Brien. The pair were married also for four years, but split in 2001. They share 14-year-old daughter Lucia together.