Researchers Warn Reward Hacking Detectors May Fail to Generalize

voooooogel · x · 2026-10-20

Responding to a discussion on using detectors to catch reward hacking, voooooogel notes a possible failure mode akin to inoculation prompting breaking down: even if hacking representations don't cross the threshold that triggers the action, they can still generalize into 'non-hacking' adapters. The thread also touches on collusion risks from having the trained model audit itself, and capability-gap issues.

Related event: Researchers debate limits and value of reward hacking detectors(3 posts)→

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