1. Escrow the bounty funds and make sure it's managed by trusted managers.
2. Never join any non-escrowed bounties if you fear the bounty won't paid you in the future.

Those 2 suggestions I provide above 100% will prevent from bounty scam and make bounty scam will go away since no one is interested.