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Daoxuan Liu, Jiayi Liao, Jiancan Wu, An Zhang, Xiang Wang, Xiangnan He

Public reference bibliography and cataloged PDF materials authored or published by Daoxuan Liu, Jiayi Liao, Jiancan Wu, An Zhang, Xiang Wang, Xiangnan He.

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Decision-Native Recommendation with Large Language Models

Year: 2026 • Source: arxiv.org • Listed PDF

Large language models (LLMs) bring world knowledge to user preference modeling in sequential recommendation, but generation-based recommenders express next-item predictions indirectly as text. Generated outputs may fail ...