They are unsecured in that there's no collateral that can be "quickly" (<1 year) repossessed to recover most of the loan, just as any other unsecured debt - credit cards and other consumer lending.

The differences in bankruptcy are not relevant; for student loans the lender can easily be unable to pay for the rest of their lives, thus it's classified as unsecured loan.