Certified Corruption Budgets: Anytime-Valid Leaderboard Claims under Adaptive Rigging
The research introduces a Certified Corruption Budget ($ ext{B}_{ ext{bt}}$) to guarantee AI leaderboard claims against adaptive attackers who can forge or alter records in bursts. This novel framework provides a quantifiable tolerance level, ensuring that performance claims remain valid even under sophisticated, dynamic corruption patterns across various attacker types.