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      <title>Fix the Worst Frame First: Adaptive Anchoring for Synthetic Video Supervision</title>
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      <description>Adaptive Identity Anchoring reframes synthetic face-swap supervision as a measured repair process, but its quality and cost advantages remain hypotheses awaiting validation.</description>
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