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Proactive Agents for Multi-turn Hospital Outpatient Referral under Uncertainty
Yingru Li, Xuheng Shen, Xiaoxiao Liu, Gehan Hu, Benyou Wang
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Uncertainty-Aware Search: Mitigating Test-Time Search Scaling Flaws in LLMs
Yingru Li, Fei Yu*, Benyou Wang
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Scalable Exploration via Ensemble++
Yingru Li, Jiawei Xu, Baoxiang Wang, Zhi-Quan Luo
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Adaptive Foundation Models for Online Decisions: HyperAgent with Fast Incremental Uncertainty Estimation
We prove HyperAgent closes a theoretical gap in scalable exploration. Further, GPT-HyperAgent addresses risk and efficiency challenges in human-Al interplay for automated content moderation with human feedback.
Yingru Li, Jiawei Xu, Zhi-Quan Luo
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