In Sweden, income taxes are almost always automatically submitted to the tax authority, since employers are obliged to deduct taxes from salaries paid to the employees.
You can contact a tax consultant or the national tax authority in your home country before travelling to Sweden. Remember, if you are on a scholarship and do not pay income taxes, you will not be eligible for healthcare and other benefits.
Please note that there are some exceptions to the regular tax system: