Two-Phased Federated Learning with Clustering and Personalization for Natural Gas Load Forecasting. - Shubao Zhao; Jia Liu; Guoliang Ma; Jie Yang; Di Liu; Zengxiang Li (FL@IJCAI, 2022)

Personalized Federated Learning for Multi-task Fault Diagnosis of Rotating Machinery. - Sheng Guo; Zengxiang Li; Hui Liu; Shubao Zhao; Cheng Hao Jin (CoRR, 2022)

HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling with Self-Distillation for Long-Term Forecasting. - Shubao Zhao; Ming Jin 005; Zhaoxiang Hou; Chengyi Yang; Zengxiang Li; Qingsong Wen; Yi Wang 022 (CIKM, 2024)

HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting. - Shubao Zhao; Ming Jin 005; Zhaoxiang Hou; Chengyi Yang; Zengxiang Li; Qingsong Wen; Yi Wang 022 (CoRR, 2024)

Towards Universal Large-Scale Foundational Model for Natural Gas Demand Forecasting. - Xinxing Zhou; Jiaqi Ye; Shubao Zhao; Ming Jin 005; Zhaoxiang Hou; Chengyi Yang; Zengxiang Li; Yanlong Wen; Xiaojie Yuan (CoRR, 2024)

EffiCANet: Efficient Time Series Forecasting with Convolutional Attention. - Xinxing Zhou; Jiaqi Ye; Shubao Zhao; Ming Jin 005; Chengyi Yang; Yanlong Wen; Xiaojie Yuan (CoRR, 2024)

Rethinking self-supervised learning for time series forecasting: A temporal perspective. - Shubao Zhao; Xinxing Zhou; Ming Jin 005; Zhaoxiang Hou; Chengyi Yang; Zengxiang Li; Qingsong Wen; Yi Wang 022; Yanlong Wen; Xiaojie Yuan (Knowl. Based Syst., 2024)

LagTS: Toward Adaptive Lag Relationship Modeling for Multivariate Time Series Forecasting. - Ciyi Liu; Jiaqi Ye; Zhenpeng Yu; Shubao Zhao; Zhaoxiang Hou; Chengyi Yang; Yanlong Wen; Xiaojie Yuan (ICASSP, 2025)

HCLTS: Mining Customers' Consumption Patterns in Natural Gas Time Series with Hierarchical Contrastive Learning. - Yuhang Niu; Jiaqi Ye; Shubao Zhao; Zhaoxiang Hou; Chengyi Yang; Zengxiang Li; Yanlong Wen; Xiaojie Yuan (ICASSP, 2025)

Tribe Graph Enhanced Bidirectional Mamba for Multivariate Time Series Forecasting. - Yingqi Zhao; Haiwei Zhang; Jiaqi Ye; Shubao Zhao; Chengyi Yang; Zengxiang Li (ICASSP, 2025)