Author

Hongru Liang

2 papers indexed here

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#natural language process... Jun 2026

When Cognitive Graphs Meet LLMs: BDEI Cognitive Pathways for Panic Emotional Arousal Prediction

Predicting the timing of individual and collective panic emotional arousal before manifestation is essential for timely emergency intervention. Existing methods incorporate cognitive elements but none of them model emotion in the generative direction of the arousal process, leaving arousal timing undetermined. We argue...

Meng-Zhu Liu, Long Qin, Chuan Ai et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

Clearing the Fog: Towards Installing and Refining Proactive Exploration Capabilities in LLM Agents

This work proposes \the authors', a novel method designed to instill and refine proactive exploration in LLM agents, which consists of two components: Exploratory Data Construction, which synthesizes exploration-rich trajectories to mitigate the hindsight bias of standard demonstrations; and RL Optimization with Contra...

Zhizhao Guan, Chen Huang, Zi-Ming Liu et al. · 1 citation