Descended from distinguished American families on both sides, Beard is one of three sons born to Roseanne Hoar Beard and Anson McCook Beard, Jr.
Beard has befriended and in some cases collaborated with many legendary artists including Andy Warhol, Andrew Wyeth, Francis Bacon, Karen Blixen, Truman Capote, Richard Lindner, and Salvador Dalí.