You searched for: “polyamorists
polyamorist (s) (noun), polyamorists (pl)
Someone who has more than one open romance going on at the same time: It was difficult for Mr. Green, as a polyamorist, to keep his different romances a secret, especially to keep the knowledge of his private affairs away from his wife!.

It should be noted that "poly" means "many", not "more than one".

—From new words and senses from the new 2006 update of
Merriam-Webster's Collegiate® Dictionary, Eleventh Edition.
This entry is located in the following units: amat-, amor-, am- (page 2) -ist (page 52) poly- (page 2)