In 1983, they won their first NCAA Tournament game, a "play-in" game against Georgia Southern, which earned them the right to play Purdue in the first round. The men's team played in the National Invitation Tournament in 2008, 2013, and 2014. They defeated defending national champion Kentucky in the first round of the 2013 NIT, a game that was played on the Robert Morris campus because Rupp Arena in Lexington, KY, was not available. In recent years, both the men's and women's teams have had success in their conference. The women's team won the NEC Championship in 2008 and made an appearance in the 2008 NCAA Tournament, only to bow out in the first round to Rutgers. The women's team won the NEC Championship again in 2014, losing to Notre Dame in the first round of the 2014 NCAA Tournament. The men's team won the 2009 NEC Championship, beating Mount St. Mary's 48-46. With the win, the school qualified for the 2009 NCAA Tournament, their sixth trip to the tournament. Their seventh trip came a year later, when the Colonials became the first team to beat Quinnipiac on the Bobcats' home court all season. The 52–50 win set up a date with Villanova in the 2010 NCAA Tournament. Behind 23 points from freshman guard Karon Abraham, No. 15 Robert Morris nearly pulled off an upset of the No. 2 Wildcats, leading much of the game before falling 73–70 in overtime. The 2015 men's team followed their NEC Championship with the second NCAA Tournament game victory in school history, an 81–77 "play-in" game triumph over the University of North Florida. The victory earned the team a first round match-up with the eventual national champion, Duke Blue Devils.
Ice hockey
The men's ice hockey team competes in NCAA DIAtlantic Hockey, and the women's team competes in NCAA DI College Hockey America. RMU also fields a men's ACHA DI team that is a member of College Hockey Mid-America. Since 2006, the ice hockey team has hosted the Three Rivers Classic, currently played at PPG Paints Arena The 2010 match-up featured No. 1 ranked Miami. The 3–12–3 Colonials upset the RedHawks, 3–1. Two days later the Colonials won again at Miami. The Colonials' biggest previous win since the program was started in 2004 was against No. 2 Notre Dame in 2007. Former professional hockey-player David Hanson currently manages RMU's Island Sports Complex.
Other athletic teams
The football and lacrosse teams play in Joe Walton Stadium, named in honor of former football team head coach Joe Walton, formerly the head coach of the NFL's New York Jets in the 1980s, and who started the program at Robert Morris in 1993. Walton led the team to the first Northeast Conference championship in 1996 and guided it to a perfect 10–0 season in 2000. Also, in 2010, Walton coached the Colonials football team to the NEC's inaugural bid to the FCS Playoffs with their league-high sixth regular-season championship. Walton retired after the 2013 program, handing the reigns over to top assistant John Banaszak, who won multiple Super Bowls as a defensive end with the Pittsburgh Steelers. The school's soccer teams both play on the North Athletic Complex, and the hockey teams play their games at the RMU Island Sports Complex, just down the road from the campus on Neville Island. On February 14, 2009, the men's lacrosse team defeated Penn State 12-11 in double overtime in the program's biggest victory at Joe Walton Stadium.
