No, you would not file an income tax return for them because they are not required to based on the amount of interest income they received.
Unearned income covers all other earnings, such as taxable interest, dividends, and capital gains that aren't the result of performing services. If the total of your unearned income is less than $1,000 you will not need to file a return for your children.