Spatial-Temporal Feedback Diffusion Guidance for Controlled Traffic Imputation. - Xiaowei Mao; Huihu Ding; Yan Lin 006; Tingrui Wu; Shengnan Guo 001; Dazhuo Qiu; Feiling Fang; Jilin Hu; Huaiyu Wan (AAAI, 2026)

TARP: An Effective and Efficient Route Prediction Method via Uncertainty-Aware Traffic Imputation and Divide-and-Conquer Inference. - Xingyu Xian; Xiaowei Mao; Yang Jiang 005; Tingrui Wu; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (PAKDD (1), 2026)

Zoom In, Reason Out: Efficient Far-field Anomaly Detection in Expressway Surveillance Videos via Focused VLM Reasoning Guided by Bayesian Inference. - Xiaowei Mao; Bowen Sui; Weijie Zhang; Yawen Yang; Shengnan Guo 001; Shilong Zhao; Jiaqi Lin; Tingrui Wu; Youfang Lin; Huaiyu Wa (CoRR, 2026)