3 papers
cs.CL2026
A Structured Debate-Mixture-of-Agents Framework for Complex Clinical Diagnostic Decision Support
Chang Xia, Leilei Ouyang, Huimin Wang +2
Large language models (LLMs) show potential for medical tasks, but their single-turn question-answer format does not reflect how clinical diagnosis is performed in practice. As a r…
cs.AI2026
Why Users Go There: World Knowledge-Augmented Generative Next POI Recommendation
Qiuyu Ding, Heng-Da Xu, Wei Zhang +4
Generative point-of-interest (POI) recommendation models based on large language models (LLMs) have shown promising results by formulating next POI prediction as a sequence generat…
cs.CV2026
AgentMV: A State-Guided Multi-Agent Framework for Budget-Aware Music Video Generation
Huimin Wang, Chang Xia, Leilei Ouyang +3
Generating a complete music video from a song requires more than synthesizing visually plausible clips for individual lyric prompts. A practical system must maintain long-range vis…