Author

Guangyi Liu

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Preprint Aug 2026

TAGR: Temporally Adaptive Generative Recommendation for Industrial Live-Streaming Advertising

TAGR, a generative recommendation framework with temporal adaptation at three levels: live-ad tokenization, user intent modeling, and preference alignment, is proposed, demonstrating the effectiveness and industrial viability of temporally adaptive generative recommendation for live-stream advertising.

Wencai Ye, Guangyi Liu, Chaoyi Wang et al. · 0 citations

#artificial intelligence Preprint Feb 2026

MAS-on-the-Fly: In-Context Structural Adaptation of LLM-Based Multi-Agent Systems

This work introduces MASFly, which realizes in-context structural adaptation, where structured experience conditions both query-dependent system generation and execution-time reconfiguration without updating LLM parameters.

Guangyi Liu, Ha Lin, Huan Zeng et al. · 0 citations