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Yi-Ge Wang

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#artificial intelligence Preprint Sep 2026

How Can Recommendation Feedback Evolve Agent Memory?

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...

Shan-Wen Mao, Ming-Ming Li, Hao Zhang et al. · 0 citations

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