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    <title>Inference-Time Alignment on Cognaptus</title>
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      <title>When the Reward Is Right but the Incentive Is Wrong</title>
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      <description>Stackelberg Reward Shaping argues that preference-guided assistants may need prompt-specific reward transformation, not simply stronger optimization of the same reward score.</description>
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