5 papers
MemRec: Collaborative Memory-Augmented Agentic Recommender System
Weixin Chen, Yuhan Zhao, Jingyuan Huang +6
The evolution of recommender systems has shifted from traditional collaborative filtering to LLM-based agentic systems, which rely on semantic user and item memories to make predic…
Planet as a Brain: Towards Internet of AgentSites based on AIOS Server
Xiang Zhang, Yongfeng Zhang
The internet is undergoing a historical transformation from the "Internet of Websites" to the "Internet of AgentSites." While traditional Websites served as the foundation for info…
AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback
Joshua Park, Yongfeng Zhang
Multi-agent systems must decide which agent is the most appropriate for a given task. We propose a novel architecture for recommending which LLM agent out of many should perform a…
Large Language Model-driven Multi-Agent Simulation for News Diffusion Under Different Network Structures
Xinyi Li, Yu Xu, Yongfeng Zhang +1
The proliferation of fake news in the digital age has raised critical concerns, particularly regarding its impact on societal trust and democratic processes. Diverging from convent…
Large Language Model Agent for Fake News Detection
Xinyi Li, Yongfeng Zhang, Edward C. Malthouse
In the current digital era, the rapid spread of misinformation on online platforms presents significant challenges to societal well-being, public trust, and democratic processes, i…