Rethinking the Diffusion Models for Missing Data Imputation: A Gradient Flow Perspective. - Zhichao Chen 001; Haoxuan Li 001; Fangyikang Wang; Odin Zhang; Hu Xu 007; Xiaoyu Jiang; Zhihuan Song; Hao Wang 049 (NeurIPS, 2024)

Rethinking the Diffusion Models for Numerical Tabular Data Imputation from the Perspective of Wasserstein Gradient Flow. - Zhichao Chen 001; Haoxuan Li 001; Fangyikang Wang; Odin Zhang; Hu Xu 007; Xiaoyu Jiang; Zhihuan Song; Eric H. Wang (CoRR, 2024)

Hidformer: Hierarchical dual-tower transformer using multi-scale mergence for long-term time series forecasting. - Zhaoran Liu; Yizhi Cao; Hu Xu 007; Yuxin Huang 007; Qunshan He; Xinjie Chen; Xiaoyu Tang; Xinggao Liu (Expert Syst. Appl., 2024)

HMT: Hybrid mechanistic Transformer for bio-fabrication prediction under complex environmental conditions. - Yichen Song; Hu Xu 007; Changdi Li; Qunshan He; Zijian Tian; Xinggao Liu (Expert Syst. Appl., 2024)

Fast Forest Fire Detection and Segmentation Application for UAV-Assisted Mobile Edge Computing System. - Changdi Li; Guangye Li; Yichen Song; Qunshan He; Zijian Tian; Hu Xu 007; Xinggao Liu (IEEE Internet Things J., 2024)

Causality Enhanced Global-Local Graph Neural Network for Bioprocess Factor Forecasting. - Ziyue Sun; Yinlong Li; Qunshan He; Hu Xu 007; Wenhai Wang; Xinggao Liu (IEEE Trans. Ind. Informatics, 2024)

Denoising Diffusion Straightforward Models for Energy Conversion Monitoring Data Imputation. - Hu Xu 007; Zhaoran Liu; Hao Wang 049; Changdi Li; Yunlong Niu; Wenhai Wang; Xinggao Liu (IEEE Trans. Ind. Informatics, 2024)

SPOT-I: Similarity Preserved Optimal Transport for Industrial IoT Data Imputation. - Hao Wang 049; Zhichao Chen 001; Zhaoran Liu; Licheng Pan; Hu Xu 007; Yilin Liao; Haozhe Li; Xinggao Liu (IEEE Trans. Ind. Informatics, 2024)

Unified Pest Prevention and Control System Based on AIoT for Sustainable Agriculture. - Changdi Li; Guangye Li; Yanfeng Wu; Yichen Song; Qunshan He; Zijian Tian; Hu Xu 007; Xinggao Liu (IEEE Internet Things J., 2025)

Discovering explicit and implicit causality for bioprocess factor forecasting. - Ziyue Sun; Hu Xu 007; Yinlong Li; Wenhai Wang; Xinggao Liu (Inf. Sci., 2026)