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Zhen-Heng Yang

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Book Open access Aug 2026

Shape Your Feed: An LLM-based Agentic System for Conversational Recommendation

Industrial recommendation systems predominantly adopt a passive ranking paradigm that infers user preferences from implicit behavioral signals (e.g., clicks, dwell time) rather than explicit, natural language inputs. As a result, users experience a persistent discrepancy between their explicit interests and what passiv...

Zi-Yun Xu, Bo-Sen Ding, Yue Zhang et al. · 1 citation

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