Both men survived the war. James of the 34th died 18 Jan 1874, buried in the Elm Springs Cemetery, Washington County, Arkansas. James of the 36th allegedly died 22 Nov 1886, burial place unknown.
Sources:
Edward G. Gerdes Civil War Homepage, research by Bryan Howerton
Find-A-Grave
Contributed family tree of James Wilson Aaron – Ancestry.com
James Aaron household, 1860 U.S. Census, Elm Springs TWP, Washington County, Arkansas population schedule, page 230, stamped page 707, lines 24-27, dwelling 1579, family 5, National Archives micropublication M653, roll 52, Ancestry.com image 1
Abihu Aron household, 1860 U.S. Census, Griffin TWP, Conway County, Arkansas population schedule, page 129, stamped page 571, lines 23-28, dwelling 878, family 878, National Archives micropublication M653, roll 39, Ancestry.com image 2