Unverified50% confidenceDecision RuleExact time
Whether reward shaping can take effect depends on whether it changes the relative advantage among samples, not the absolute reward value.
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50%
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Long-term
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9/28/2026
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Related Claims
UnverifiedThe greatest risk of self-improvement comes from the reward signal itself: if the reward is improperly defined, the agent will optimize evaluation metrics rather than the true objective (the reinforcement learning version of Goodhart's Law).79% similarUnverifiedResearch indicates that rewards of an informational and feedback-based nature are less damaging to intrinsic motivation than purely material rewards.78% similarUnverifiedReward Shaping guides the learning direction by designing intermediate rewards, such as setting each point of damage dealt to a boss as an intermediate reward.71% similarUnverified推荐奖励常见模式包括单边奖励、双边奖励、阶梯式奖励和里程碑解锁71% similarUnverifiedResearch shows that extrinsic rewards can crowd out intrinsic motivation (the overjustification effect), causing users to abandon a behavior after extrinsic rewards cease.70% similar
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