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

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Dong-Sheng Li

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Book Open access Sep 2026

User-Controlled Intent Layers for LLM-Mediated Personalization: A Research Agenda for Recommender Systems

Recommender systems deployed at scale are predominantly organized around platform-centric architectures in which each service independently constructs and optimizes an internal representation of the user. As large language models (LLMs) become upstream entry points to digital services, personalization may be reorganize...

Jia-Hao Liu, Ming-Zhe Han, Guan Liu et al. · 0 citations
Preprint Sep 2026

FedHUR: Learning Hierarchical Utility-Guided Client Relations for Personalized Federated Recommendation

Federated recommendation enables collaborative model training while keeping user interaction data on local clients. A central problem in federated recommendation is how to aggregate useful information across clients for personalized recommendation. Existing personalized aggregation methods usually construct client rela...

Ming-Zhe Han, Jia-Hao Liu, Dong-Sheng Li et al. · 0 citations

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