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Handle Surrogate-Target Immaturity for the Freshest Impressions

The 7-day session-return surrogate model can only score impressions once 7 days have passed. The ranker retrains nightly on the last 30 days of impressions.

  1. What happens if the freshest impressions (the last 7 days) are simply excluded from every nightly retrain?
  2. What happens if, instead, the freshest impressions are included with a placeholder/default surrogate value?
  3. Propose a concrete policy that avoids both failure modes, and explain the trade-off it makes.

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