Sleep disturbance was common, particularly among participants with anxiety symptoms, and was more prevalent among those with anxiety symptoms than among those without, and higher Patient Health Questionnaire-9 and Perceived Deficits Questionnaire scores and higher educational level were associated with sleep disturbanc...
De-Xian Li, Wei Jin, Leweihua Lin et al.· Diabetes, Metabolic Syndrome...· 0 citations
ScaffoldAgent is proposed, a utility-guided dynamic outline optimization framework for OEDR that models outline evolution as a structured decision process with three operations: Expansion, Contraction, and Revision, enabling controlled updates to the report scaffold.
This work proposes AgenticRag-R1, a RL framework that deeply integrates reasoning, retrieval, and memory via a memory stack and fine-grained action space, supported by hierarchical action-aware rewards and an information-aware trajectory rejection strategy to enable effective long-horizon learning.
Xin-Ke Jiang, Yue Fang, Zhi-Bang Yang et al.· 2 citations
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