Author

Yitong Ma

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Open access Aug 2026

Large Language Model Agents for Recommender Systems: Bridging Behavior and Semantics with Long-Short Term Interest Modeling

This study presents an exploratory LLM-agent-based hybrid recommender system framework, building upon a multi-armed bandit approach, which enables semantic understanding of item content and integrates both short-term and long-term user interaction behaviors for recommendation.

Yiming Cheng, Yi-Tong Ma, Jingyu Wang et al. · Electronics · 1 citation