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Hierarchical Interest Representation is an upstream representation layer for Meta's deep funnel ranking optimization. It maps sparse user engagement signals into multi-granularity interest clusters using a transformer-based graph encoder. The system connects users, advertisers, and products across Meta's recommendation ecosystem including GEM and Andromeda to improve ad relevance.
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