Ziyan Wang

Bridging Local Observation and Global Simulation in Closed-Loop Traffic Modeling

Ziyan Wang, Tan Xiang, Peng Chen, Xintao Yan

A local-to-global context mismatch arises when autoregressive traffic simulators trained on ego-centric driving logs are deployed in globally observable closed-loop environments. In such logs, the ego vehicle has rich local observations, while surrounding agents are only partiall…Read more

Network and machine learning analysis of childhood trauma, mental health, and AI-based emotional support needs in adolescents from underdeveloped regions

Jianqiang Wang, Shaoxiong Li, Jing Lv, Yanxin Zhang, Zheng Liu, Ziyan Wang, et al.