activity
20232026
most citedFrom Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs

1 citations · 1 across the 6 of their papers we have counts for

collaborators

6 papers

cs.AI2026

PEMAND: Persona-Enriched Multi-Agent Negotiation for Household Decision-Making

Yuran Sun, Mustafa Sameen, Yaotian Zhang +5

Modeling household-level decisions is central to many real-world applications, including trip planning, residential mobility and migration, disaster management, etc. Existing studi…

cs.AI2025

Where You Go is Who You Are: Behavioral Theory-Guided LLMs for Inverse Reinforcement Learning

Yuran Sun, Susu Xu, Chenguang Wang +1

Big trajectory data hold great promise for human mobility analysis, but their utility is often constrained by the absence of critical traveler attributes, particularly sociodemogra…

stat.AP2025

Real-time Bus Travel Time Prediction and Reliability Quantification: A Hybrid Markov Model

Yuran Sun, James Spall, Wai Wong +1

Accurate and reliable bus travel time prediction in real-time is essential for improving the operational efficiency of public transportation systems. However, this remains a challe…

cs.AI2025★ 1 cited

From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs

Ruxiao Chen, Chenguang Wang, Yuran Sun +2

Evacuation decision prediction is critical for efficient and effective wildfire response by helping emergency management anticipate traffic congestion and bottlenecks, allocate res…

physics.soc-ph2024

Social Vulnerabilities and Wildfire Evacuations: A Case Study of the 2019 Kincade Fire

Yuran Sun, Ana Forrister, Erica D. Kuligowski +3

Vulnerable populations are disproportionately impacted by natural hazards like wildfires. It is crucial to develop equitable and effective evacuation strategies to meet their uniqu…

cs.LG2023

Predicting Hurricane Evacuation Decisions with Interpretable Machine Learning Models

Yuran Sun, Shih-Kai Huang, Xilei Zhao

The aggravating effects of climate change and the growing population in hurricane-prone areas escalate the challenges in large-scale hurricane evacuations. While hurricane prepared…