Mitigating Reward Hacking in Realistic Scenarios Through Representation Engineering.

arXiv:2610.29129v1 Announce Type: cross Abstract: Reward hacking is a major problem in current production machine learning systems, resulting in costly and dangerous failures. Here we study how to monitor for and mitigate reward hacking in realistic settings,