Finding Side-Effect Loopholes in Verifiable Rewards.

arXiv:2610.09142v2 Announce Type: replace Abstract: In reinforcement learning with verifiable rewards, a benchmark's verifier supplies the reward. Reward-hacking audits mostly look for runs that pass without doing the task. But a run can do the task, cause a s