Eigen-analysis of nonlinear PCA with polynomial kernels. - Zhiyu Liang; Yoonkyung Lee (Stat. Anal. Data Min., 2013)

2018 Low-Power Image Recognition Challenge. - Sergei Alyamkin; Matthew Ardi; Achille Brighton; Alexander C. Berg; Yiran Chen 001; Hsin-Pai Cheng; Bo Chen 019; Zichen Fan; Chen Feng; Bo Fu; Kent Gauen; Jongkook Go; et al. (CoRR, 2018)

IMOptimizer: An Online Interactive Parameter Optimization System Based on Big Data. - Zhiyu Liang; Hongzhi Wang 001; Jianzhong Li 001; Hong Gao 001 (DASFAA (3), 2019)

Low Power Inference for On-Device Visual Recognition with a Quantization-Friendly Solution. - Chen Feng; Tao Sheng; Zhiyu Liang; Shaojie Zhuo; Xiaopeng Zhang 003; Liang Shen 007; Matthew Ardi; Alexander C. Berg; Yiran Chen 001; Bo Chen 019; Kent Gauen; Yung-Hsiang Lu (CoRR, 2019)

Low-Power Computer Vision: Status, Challenges, Opportunities. - Sergei Alyamkin; Matthew Ardi; Alexander C. Berg; Achille Brighton; Bo Chen 019; Yiran Chen 001; Hsin-Pai Cheng; Zichen Fan; Chen Feng; Bo Fu; Kent Gauen; Abhinav Goel; et al. (CoRR, 2019)

Low-Power Computer Vision: Status, Challenges, and Opportunities. - Sergei Alyamkin; Matthew Ardi; Alexander C. Berg; Achille Brighton; Bo Chen 019; Yiran Chen 001; Hsin-Pai Cheng; Zichen Fan; Chen Feng; Bo Fu; Kent Gauen; Abhinav Goel; et al. (IEEE J. Emerg. Sel. Topics Circuits Syst., 2019)

STRATEGY: A Flexible Job-Shop Scheduling System for Large-Scale Complex Products. - Zhiyu Liang; Hongzhi Wang 001; Jijia Yang (DASFAA (3), 2020)

GMDA: An Automatic Data Analysis System for Industrial Production. - Zhiyu Liang; Hongzhi Wang 001; Hao Zhang; Hengyu Guo (DASFAA (3), 2020)

Efficient class-specific shapelets learning for interpretable time series classification. - Zhiyu Liang; Hongzhi Wang 001 (Inf. Sci., 2021)

FedTSC: A Secure Federated Learning System for Interpretable Time Series Classification. - Zhiyu Liang; Hongzhi Wang 001 (Proc. VLDB Endow., 2022)

TSC-AutoML: Meta-learning for Automatic Time Series Classification Algorithm Selection. - Tianyu Mu; Hongzhi Wang 001; Shenghe Zheng; Zhiyu Liang; Chunnan Wang; Xinyue Shao; Zheng Liang 002 (ICDE, 2023)

FedST: Federated Shapelet Transformation for Interpretable Time Series Classification. - Zhiyu Liang; Hongzhi Wang 001 (CoRR, 2023)

UniTS: A Universal Time Series Analysis Framework with Self-supervised Representation Learning. - Zhiyu Liang; Chen Liang 002; Zheng Liang 002; Hongzhi Wang 001 (CoRR, 2023)

TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification. - Huaiyuan Liu; Xianzhang Liu; Donghua Yang; Zhiyu Liang; Hongzhi Wang 001; Yong Cui; Jun Gu (CoRR, 2023)

Contrastive Shapelet Learning for Unsupervised Multivariate Time Series Representation Learning. - Zhiyu Liang; Jianfeng Zhang; Chen Liang 002; Hongzhi Wang 001; Zheng Liang 002; Lujia Pan (CoRR, 2023)

Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning. - Chen Liang 002; Donghua Yang; Zhiyu Liang; Hongzhi Wang 001; Zheng Liang 002; Xiyang Zhang 002; Jianfeng Huang 002 (CoRR, 2023)

The Geometry of Nonlinear Embeddings in Kernel Discriminant Analysis. - Jiae Kim; Yoonkyung Lee; Zhiyu Liang (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

A Shapelet-based Framework for Unsupervised Multivariate Time Series Representation Learning. - Zhiyu Liang; Jianfeng Zhang; Chen Liang 002; Hongzhi Wang 001; Zheng Liang 002; Lujia Pan (Proc. VLDB Endow., 2023)

Cnos-Connector: Enabling Seamless Connection with CnosDB to Facilitate Large-Scale Time-Series Data Management and Analytics. - Zhiyu Liang; Yihao Dai; Bo Zheng; Hongzhi Wang 001 (DASFAA (7), 2024)

iMonitor: A Real-Time Monitoring Platform for Industrial Internet of Things. - Zhiyu Liang; Linhan Jia; Bo Zheng; Hongzhi Wang 001 (DASFAA (7), 2024)

Towards Real-Time Data Ingestion for Industrial Internet of Things. - Zhiyu Liang; Tingting Zhang; Bo Zheng; Hongzhi Wang 001 (DASFAA (7), 2024)

An Unsupervised Learning Framework Combined with Heuristics for the Maximum Minimal Cut Problem. - Huaiyuan Liu; Xianzhang Liu; Donghua Yang; Hongzhi Wang 001; Yingchi Long; Mengtong Ji; Dongjing Miao; Zhiyu Liang (KDD, 2024)

UniTS: A Universal Time Series Analysis Framework Powered by Self-Supervised Representation Learning. - Zhiyu Liang; Chen Liang 002; Zheng Liang 002; Hongzhi Wang 001; Bo Zheng (SIGMOD Conference Companion, 2024)

TodyNet: Temporal dynamic graph neural network for multivariate time series classification. - Huaiyuan Liu; Donghua Yang; Xianzhang Liu; Xinglei Chen; Zhiyu Liang; Hongzhi Wang 001; Yong Cui; Jun Gu (Inf. Sci., 2024)

TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis. - Zhiyu Liang; Chen Liang 002; Zheng Liang 002; Hongzhi Wang 001; Bo Zheng (Proc. VLDB Endow., 2024)

FedST: secure federated shapelet transformation for time series classification. - Zhiyu Liang; Hongzhi Wang 001 (VLDB J., 2024)

KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection. - Zhiyu Liang; Dongrui Cai; Chenyuan Zhang; Zheng Liang 002; Chen Liang 002; Bo Zheng; Shi Qiu 006; Jin Wang 038; Hongzhi Wang 001 (SIGMOD Conference Companion, 2025)

Revisiting Data Analysis with Pre-trained Foundation Models. - Chen Liang 002; Donghua Yang; Zheng Liang 002; Zhiyu Liang; Tianle Zhang; Boyu Xiao; Yuqing Yang; Wenqi Wang; Hongzhi Wang 001 (CoRR, 2025)

FedDict: Towards Practical Federated Dictionary-Based Time Series Classification. - Zhiyu Liang; Zheng Liang 002; Hongzhi Wang 001; Bo Zheng (IEEE Trans. Knowl. Data Eng., 2025)

SAM: A Stability-Aware Cache Manager for Multi-Tenant Embedded Databases. - Haoran Zhang 006; Decheng Zuo; Yu Yan; Zhiyu Liang; Hongzhi Wang 001 (CoRR, 2025)