Initialism for the American Association for the Advancement of Science. The American Academy of Arts and Sciences does not use this abbreviation, but members sometimes do, in error. Be aware of the potential for confusion. Both are prestigious organizations. Use the full name on first reference.
AAAS is acceptable on second reference.