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Junxiong Zhu

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نسخة أولية وصول مفتوح

How Can Recommendation Feedback Evolve Agent Memory?

Shanwen Mao, Mingming Li, Hao Zhang وآخرون · 2026

Content-generation agents continuously receive impressions, clicks, conversions, and negative feedback from recommendation systems, providing real-world outcome signals for memory evolution. However, these signals are delayed and noisy, confounded by audience composition, placement, and recommendation policies, and may …

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