According to IRS Publication 3 for military information, stipends are not considered taxable income. (Taxable income received, such as Duty Pay, should be shown on something like a W-2 or Form 1099.)
Quoted from IRS:
"Items in Table 2 aren't includible in your gross income though you may have...