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Author

Tianjin Ni

2 papers indexed here

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Open access Aug 2026

Decoupled Decision-Stage Awareness for Conversational Recommendation with Large Language Model Agents in Information Analysis

Information analysis recommendation differs from conversational recommender systems (CRS) because relevance changes with the decision phase. The same event may support observation, interpretation, option selection, or action feedback, yet most large language model (LLM)-agent CRS represent dialogue state as intent and...

Chao-Yang Li, Yiwei Lu, Bo Huang et al. · 0 citations
Open access Aug 2026

ICG-Restore: Intent-Constrained, Graph-Enhanced LLM Planning with Minimal-Edit Repair for Post-Disaster Emergency Communication Recovery

Post-disaster emergency communication recovery is not merely a link-repair task but a high-level planning problem constrained by service priorities, inter-object dependencies, resource budgets, and time windows. Existing restoration optimization methods generally rely on fully structured inputs, whereas direct large la...

Jinyin Bai, Wei Zhu, Xiangchen Wang et al. · 0 citations

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