Use College of Arts and Science on first reference. A&S is acceptable on second reference. Note: The official name uses Science in the singular.
The College of Arts and Science, established in 1841, is the oldest and largest academic division at the University of Missouri. Research and creative work in the college spans the breadth of human knowledge. Students are taught to understand the physical world and human condition to think critically and work together to solve challenges.