DeepScaling: microservices autoscaling for stable CPU utilization in large scale cloud systems. - Ziliang Wang; Shiyi Zhu; Jianguo Li; Wei Jiang; K. K. Ramakrishnan; Yangfei Zheng; Meng Yan 001; Xiaohong Zhang 002; Alex X. Liu (SoCC, 2022)

End-to-End Modeling of Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow-based Reconciliation. - Shiyu Wang 001; Fan Zhou 012; Yinbo Sun; Lintao Ma; James Zhang; Yangfei Zheng (ICDM (Workshops), 2022)

Memory Augmented State Space Model for Time Series Forecasting. - Yinbo Sun; Lintao Ma; Yu Liu 071; Shijun Wang; James Zhang; Yangfei Zheng; Hu Yun; Lei Lei 001; Yulin Kang; Llinbao Ye (IJCAI, 2022)

A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud. - Siqiao Xue; Chao Qu; Xiaoming Shi 001; Cong Liao; Shiyi Zhu; Xiaoyu Tan; Lintao Ma; Shiyu Wang 001; Shijun Wang; Yun Hu 001; Lei Lei 001; Yangfei Zheng; et al. (KDD, 2022)

End-to-End Modeling Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow based Reconciliation. - Shiyu Wang 001; Fan Zhou 012; Yinbo Sun; Lintao Ma; James Zhang; Yangfei Zheng; Lei Lei 001; Yun Hu 001 (CoRR, 2022)

SLOTH: Structured Learning and Task-Based Optimization for Time Series Forecasting on Hierarchies. - Fan Zhou 012; Chen Pan; Lintao Ma; Yu Liu 071; Shiyu Wang 001; James Zhang; Xinxin Zhu; Xuanwei Hu; Yunhua Hu; Yangfei Zheng; Lei Lei 001; Hu Yun (AAAI, 2023)

Flow-Based End-to-End Model for Hierarchical Time Series Forecasting via Trainable Attentive-Reconciliation. - Shiyu Wang 001; Yinbo Sun; Yan Wang 002; Fan Zhou 012; Lintao Ma; James Zhang; Yangfei Zheng (DASFAA (1), 2023)

A Rule-Based Unstructured Information Extraction Model for Announcements of Listed Companies' Stock Increase or Decrease. - Xiang Cheng; Yangfei Zheng (ICCDA, 2023)

Full Scaling Automation for Sustainable Development of Green Data Centers. - Shiyu Wang 001; Yinbo Sun; Xiaoming Shi 001; Shiyi Zhu; Lintao Ma; James Zhang; Yangfei Zheng; Liu Jian (IJCAI, 2023)

SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies. - Fan Zhou 012; Chen Pan; Lintao Ma; Yu Liu 071; Shiyu Wang 001; James Zhang; Xinxin Zhu; Xuanwei Hu; Yunhua Hu; Yangfei Zheng; Lei Lei 001; Yun Hu 001 (CoRR, 2023)