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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Meng-Zhu Liu

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Conference Aug 2026

HLLC: A Four-Stage Human-AI Collaborative Annotation Framework for Panic Emotion Recognition in Social Networks

Public emergencies often trigger large-scale panic emotions, which are further amplified by social media, potentially leading to serious consequences such as resource hoarding and social disorder. Therefore, timely identification and intervention of panic are of great significance. However, the development of panic emo...

Yu Cai, Chuan Ai, Meng-Zhu Liu et al. · 0 citations
#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. · 0 citations

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