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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Priyansh Singhal

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Book Open access Sep 2026

Backward and Inward: From Preferences to Personalization and the Safety Crisis Within Conversational Recommender Systems

Conversational recommender systems (CRS) pursue ever-deeper personalization, dissolving the separation between system and user that earlier paradigms maintained, by modeling individual preferences, memories, and emotional states through sustained dialogue. This paper argues that this trajectory carries a safety liabili...

Priyansh Singhal, S. Maheshwari · 0 citations

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