Taxability depends on the type of plan the employer chooses for IRS: accountable or non-accountable. If the employer has an accountable plan then the reimbursements are non-taxable. Moreover, the employee doesn't need to withhold taxes like FICA, or unemployment taxes. On the contrary, if the employer chooses a non-accountable plan then the reimbursements are taxable.