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Identify when agents exploit reward function loopholes to get high scores without doing the task correctly
Identify when agents exploit reward function loopholes to get high scores without doing the task correctly
RL agents are adversarial optimizers; they WILL find shortcuts
Reward Engineering > Reward Function Design
--- name: "Reward Hacking Detection" version: "1.0.0" description: "Identify when agents exploit reward function loopholes to get high scores without doing the task correctly" tags: - rl-skills-universe - "reward-engineering" - "reward-function-design" trigger: "reward-hacking-detection" --- # Reward Hacking Detection Identify when agents exploit reward function loopholes to get high scores without doing the task correctly ## Why It Matters RL agents are adversarial optimizers; they WILL find shortcuts ## Domain **Reward Engineering** > Reward Function Design