Theoretically the bidder eats the loss and assumes all of the risk in a fixed-price contract. Ending projects certainly is a possibility, but there are typically termination penalties within the contracts as well.

If there is an unanticipated issue contractors will often try and get a contract modification because they consider it new scope of work or something like that.