Shenglin Zhang

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 61

Top Topics

Service Systems

Benchmark Suite

Causal Inference

Top Venues

IEEE Trans. Serv. Comput.

Publications

Shenglin Zhang, Yongxin Zhao, Xiao Xiong, Yongqian Sun, Xiaohui Nie, Jiacheng Zhang, Fenglai Wang, Xian Zheng, Yuzhi Zhang, Dan Pei
Illuminating the Gray Zone: Non-intrusive Gray Failure Localization in Server Operating Systems. SIGSOFT FSE Companion (2024)
Shenglin Zhang, Sibo Xia, Wenzhao Fan, Binpeng Shi, Xiao Xiong, Zhenyu Zhong, Minghua Ma, Yongqian Sun, Dan Pei
Failure Diagnosis in Microservice Systems: A Comprehensive Survey and Analysis. CoRR (2024)
Haotian Si, Changhua Pei, Hang Cui, Jingwen Yang, Yongqian Sun, Shenglin Zhang, Jingjing Li, Haiming Zhang, Jing Han, Dan Pei, Jianhui Li, Gaogang Xie
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models. CoRR (2024)
Yongqian Sun, Jiaju Wang, Zhengdan Li, Xiaohui Nie, Minghua Ma, Shenglin Zhang, Yuhe Ji, Lu Zhang, Wen Long, Hengmao Chen, Yongnan Luo, Dan Pei
A Scenario-Oriented Benchmark for Assessing AIOps Algorithms in Microservice Management. CoRR (2024)
Hao Liu, Shenglin Zhang, Yongming Yang, Lei Sun, Zhan Song, Shun Xu
A Robust Pose Optimization Scheme With Spatial Geometry Awareness for Hybrid Bronchoscopic Navigation. IEEE Trans. Instrum. Meas. 73 (2024)
Shenglin Zhang, Jun Zhu, Bowen Hao, Yongqian Sun, Xiaohui Nie, Jingwen Zhu, Xilin Liu, Xiaoqian Li, Yuchi Ma, Dan Pei
Fault Diagnosis for Test Alarms in Microservices through Multi-source Data. SIGSOFT FSE Companion (2024)
Tianyu Cui, Shiyu Ma, Ziang Chen, Tong Xiao, Shimin Tao, Yilun Liu, Shenglin Zhang, Duoming Lin, Changchang Liu, Yuzhe Cai, Weibin Meng, Yongqian Sun, Dan Pei
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log Analysis. CoRR (2024)
Zhe Xie, Shenglin Zhang, Yitong Geng, Yao Zhang, Minghua Ma, Xiaohui Nie, Zhenhe Yao, Longlong Xu, Yongqian Sun, Wentao Li, Dan Pei
Microservice Root Cause Analysis With Limited Observability Through Intervention Recognition in the Latent Space. KDD (2024)
Zhaoyang Yu, Shenglin Zhang, Mingze Sun, Yingke Li, Yankai Zhao, Xiaolei Hua, Lin Zhu, Xidao Wen, Dan Pei
Supervised Fine-Tuning for Unsupervised KPI Anomaly Detection for Mobile Web Systems. WWW (2024)
Yuhe Liu, Changhua Pei, Longlong Xu, Bohan Chen, Mingze Sun, Zhirui Zhang, Yongqian Sun, Shenglin Zhang, Kun Wang, Haiming Zhang, Jianhui Li, Gaogang Xie, Xidao Wen, Xiaohui Nie, Dan Pei
OpsEval: A Comprehensive Task-Oriented AIOps Benchmark for Large Language Models. CoRR (2023)
Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
Assess and Summarize: Improve Outage Understanding with Large Language Models. ESEC/SIGSOFT FSE (2023)
Qingyang Yu, Changhua Pei, Bowen Hao, Mingjie Li, Zeyan Li, Shenglin Zhang, Xianglin Lu, Rui Wang, Jiaqi Li, Zhenyu Wu, Dan Pei
CMDiagnostor: An Ambiguity-Aware Root Cause Localization Approach Based on Call Metric Data. WWW (2023)
Shenglin Zhang, Pengxiang Jin, Zihan Lin, Yongqian Sun, Bicheng Zhang, Sibo Xia, Zhengdan Li, Zhenyu Zhong, Minghua Ma, Wa Jin, Dai Zhang, Zhenyu Zhu, Dan Pei
Robust Failure Diagnosis of Microservice System Through Multimodal Data. IEEE Trans. Serv. Comput. 16 (6) (2023)
Yongqian Sun, Daguo Cheng, Tiankai Yang, Yuhe Ji, Shenglin Zhang, Man Zhu, Xiao Xiong, Qiliang Fan, Minghan Liang, Dan Pei, Tianchi Ma, Yu Chen
Efficient and Robust KPI Outlier Detection for Large-Scale Datacenters. IEEE Trans. Computers 72 (10) (2023)
Yongqian Sun, Daguo Cheng, Pengxiang Jin, Quan Ding, Shenglin Zhang, Xu Chen, Yuzhi Zhang, Minghan Liang, Dan Pei, Jianyan Zheng, Sen Luo, Xinyu Tang
Robust Anomaly Clue Localization of Multi-Dimensional Derived Measure for Online Video Services. IEEE Trans. Serv. Comput. 16 (2) (2023)
Chenyu Zhao, Minghua Ma, Zhenyu Zhong, Shenglin Zhang, Zhiyuan Tan, Xiao Xiong, LuLu Yu, Jiayi Feng, Yongqian Sun, Yuzhi Zhang, Dan Pei, Qingwei Lin, Dongmei Zhang
Robust Multimodal Failure Detection for Microservice Systems. CoRR (2023)
Yicheng Sui, Yuzhe Zhang, Jianjun Sun, Ting Xu, Shenglin Zhang, Zhengdan Li, Yongqian Sun, Fangrui Guo, Junyu Shen, Yuzhi Zhang, Dan Pei, Xiao Yang, Li Yu
LogKG: Log Failure Diagnosis Through Knowledge Graph. IEEE Trans. Serv. Comput. 16 (5) (2023)
Shenglin Zhang, Pengxiang Jin, Zihan Lin, Yongqian Sun, Bicheng Zhang, Sibo Xia, Zhengdan Li, Zhenyu Zhong, Minghua Ma, Wa Jin, Dai Zhang, Zhenyu Zhu, Dan Pei
Robust Failure Diagnosis of Microservice System through Multimodal Data. CoRR (2023)
Chenyu Zhao, Minghua Ma, Zhenyu Zhong, Shenglin Zhang, Zhiyuan Tan, Xiao Xiong, LuLu Yu, Jiayi Feng, Yongqian Sun, Yuzhi Zhang, Dan Pei, Qingwei Lin, Dongmei Zhang
Robust Multimodal Failure Detection for Microservice Systems. KDD (2023)
Weibin Meng, Federico Zaiter, Yuzhe Zhang, Ying Liu, Shenglin Zhang, Shimin Tao, Yichen Zhu, Tao Han, Yongpeng Zhao, En Wang, Yuzhi Zhang, Dan Pei
LogSummary: Unstructured Log Summarization for Software Systems. IEEE Trans. Netw. Serv. Manag. 20 (3) (2023)
Yongqian Sun, Minghan Liang, Zeyu Che, Dongwen Li, Tinghua Zheng, Shenglin Zhang, Pengtian Zhu, Yuzhi Zhang, Dan Pei
Efficient Multivariate Time Series Anomaly Detection Through Transfer Learning for Large-Scale Web Services. ICWS (2023)
Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
Assess and Summarize: Improve Outage Understanding with Large Language Models. CoRR (2023)
Dongwen Li, Shenglin Zhang, Yongqian Sun, Yang Guo, Zeyu Che, Shiqi Chen, Zhenyu Zhong, Minghan Liang, Minyi Shao, Mingjie Li, Shuyang Liu, Yuzhi Zhang, Dan Pei
An Empirical Analysis of Anomaly Detection Methods for Multivariate Time Series. ISSRE (2023)
Shenglin Zhang, Zhongjie Pan, Heng Liu, Pengxiang Jin, Yongqian Sun, Qianyu Ouyang, Jiaju Wang, Xueying Jia, Yuzhi Zhang, Hui Yang, Yongqiang Zou, Dan Pei
Efficient and Robust Trace Anomaly Detection for Large-Scale Microservice Systems. ISSRE (2023)
Zhenyu Zhong, Qiliang Fan, Jiacheng Zhang, Minghua Ma, Shenglin Zhang, Yongqian Sun, Qingwei Lin, Yuzhi Zhang, Dan Pei
A Survey of Time Series Anomaly Detection Methods in the AIOps Domain. CoRR (2023)
Zhaoyang Yu, Changhua Pei, Shenglin Zhang, Xidao Wen, Jianhui Li, Gaogang Xie, Dan Pei
AutoKAD: Empowering KPI Anomaly Detection with Label-Free Deployment. ISSRE (2023)
Xiaolei Hua, Lin Zhu, Shenglin Zhang, Zeyan Li, Su Wang, Dong Zhou, Shuo Wang, Chao Deng
GenAD: General Representations of Multivariate Time Seriesfor Anomaly Detection. CoRR (2022)
Xuanrun Wang, Kanglin Yin, Qianyu Ouyang, Xidao Wen, Shenglin Zhang, Wenchi Zhang, Li Cao, Jiuxue Han, Xing Jin, Dan Pei
Identifying Erroneous Software Changes through Self-Supervised Contrastive Learning on Time Series Data. ISSRE (2022)
Shenglin Zhang, Dongwen Li, Zhenyu Zhong, Jun Zhu, Minghan Liang, Jiexi Luo, Yongqian Sun, Ya Su, Sibo Xia, Zhongyou Hu, Yuzhi Zhang, Dan Pei, Jiyan Sun, Yinlong Liu
Robust System Instance Clustering for Large-Scale Web Services. WWW (2022)
Yongqian Sun, Kunlin Jian, Liyue Cui, Guifei Jiang, Shenglin Zhang, Yuzhi Zhang, Dan Pei
Online malicious domain name detection with partial labels for large-scale dependable systems. J. Syst. Softw. 190 (2022)
Shenglin Zhang, Zhenyu Zhong, Dongwen Li, Qiliang Fan, Yongqian Sun, Man Zhu, Yuzhi Zhang, Dan Pei, Jiyan Sun, Yinlong Liu, Hui Yang, Yongqiang Zou
Efficient KPI Anomaly Detection Through Transfer Learning for Large-Scale Web Services. IEEE J. Sel. Areas Commun. 40 (8) (2022)
Meng Liu, Tao Yu, Shenglin Zhang, Yumei Liu, Zhuo Yang, Hao Liu
Force feedback soft endoscope intervention mechanism and its performance evaluation in digestive tract phantom. ROBIO (2022)
Xianglin Lu, Zhe Xie, Zeyan Li, Mingjie Li, Xiaohui Nie, Nengwen Zhao, Qingyang Yu, Shenglin Zhang, Kaixin Sui, Lin Zhu, Dan Pei
Generic and Robust Performance Diagnosis via Causal Inference for OLTP Database Systems. CCGRID (2022)
Ya Su, Youjian Zhao, Ming Sun, Shenglin Zhang, Xidao Wen, Yongsu Zhang, Xian Liu, Xiaozhou Liu, Junliang Tang, Wenfei Wu, Dan Pei
Detecting Outlier Machine Instances Through Gaussian Mixture Variational Autoencoder With One Dimensional CNN. IEEE Trans. Computers 71 (4) (2022)
Yiran Cheng, Bo Cheng, Pengxiang Jin, Yongqian Sun, Xiaohui Nie, Nengwen Zhao, Shenglin Zhang, Dan Pei
Effective Attribute Selection for Multi-dimensional Root Cause Analysis. ISSRE (2022)
Zeyan Li, Nengwen Zhao, Shenglin Zhang, Yongqian Sun, Pengfei Chen, Xidao Wen, Minghua Ma, Dan Pei
Constructing Large-Scale Real-World Benchmark Datasets for AIOps. CoRR (2022)
Shenglin Zhang, Chenyu Zhao, Yicheng Sui, Ya Su, Yongqian Sun, Yuzhi Zhang, Dan Pei, Yizhe Wang
Robust KPI Anomaly Detection for Large-Scale Software Services with Partial Labels. ISSRE (2021)
Ming Sun, Ya Su, Shenglin Zhang, Yuanpu Cao, Yuqing Liu, Dan Pei, Wenfei Wu, Yongsu Zhang, Xiaozhou Liu, Junliang Tang
CTF: Anomaly Detection in High-Dimensional Time Series with Coarse-to-Fine Model Transfer. INFOCOM (2021)
Yichen Zhu, Weibin Meng, Ying Liu, Shenglin Zhang, Tao Han, Shimin Tao, Dan Pei
UniLog: Deploy One Model and Specialize it for All Log Analysis Tasks. CoRR (2021)
Minghua Ma, Shenglin Zhang, Junjie Chen, Jim Xu, Haozhe Li, Yongliang Lin, Xiaohui Nie, Bo Zhou, Yong Wang, Dan Pei
Jump-Starting Multivariate Time Series Anomaly Detection for Online Service Systems. USENIX Annual Technical Conference (2021)
Weibin Meng, Ying Liu, Shenglin Zhang, Federico Zaiter, Yuzhe Zhang, Yuheng Huang, Zhaoyang Yu, Yuzhi Zhang, Lei Song, Ming Zhang, Dan Pei
LogClass: Anomalous Log Identification and Classification With Partial Labels. IEEE Trans. Netw. Serv. Manag. 18 (2) (2021)
Rui Chen, Shenglin Zhang, Dongwen Li, Yuzhe Zhang, Fangrui Guo, Weibin Meng, Dan Pei, Yuzhi Zhang, Xu Chen, Yuqing Liu
LogTransfer: Cross-System Log Anomaly Detection for Software Systems with Transfer Learning. ISSRE (2020)
Weibin Meng, Ying Liu, Yuheng Huang, Shenglin Zhang, Federico Zaiter, Bingjin Chen, Dan Pei
A Semantic-aware Representation Framework for Online Log Analysis. ICCCN (2020)
Shenglin Zhang, Lei Song, Ming Zhang, Ying Liu, Weibin Meng, Jiahao Bu, Sen Yang, Yongqian Sun, Dan Pei, Jun Xu, Yuzhi Zhang
Efficient and Robust Syslog Parsing for Network Devices in Datacenter Networks. IEEE Access 8 (2020)
Ping Liu, Haowen Xu, Qianyu Ouyang, Rui Jiao, Zhekang Chen, Shenglin Zhang, Jiahai Yang, Linlin Mo, Jice Zeng, Wenman Xue, Dan Pei
Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks. ISSRE (2020)
Weibin Meng, Federico Zaiter, Yuheng Huang, Ying Liu, Shenglin Zhang, Yuzhe Zhang, Yichen Zhu, Tianke Zhang, En Wang, Zuomin Ren, Feng Wang, Shimin Tao, Dan Pei
Summarizing Unstructured Logs in Online Services. CoRR (2020)
Ping Liu, Shenglin Zhang, Yongqian Sun, Yuan Meng, Jiahai Yang, Dan Pei
FluxInfer: Automatic Diagnosis of Performance Anomaly for Online Database System. IPCCC (2020)
Weibin Meng, Ying Liu, Federico Zaiter, Shenglin Zhang, Yihao Chen, Yuzhe Zhang, Yichen Zhu, En Wang, Ruizhi Zhang, Shimin Tao, Dian Yang, Rong Zhou, Dan Pei
LogParse: Making Log Parsing Adaptive through Word Classification. ICCCN (2020)
Minghua Ma, Zheng Yin, Shenglin Zhang, Sheng Wang, Christopher Zheng, Xinhao Jiang, Hanwen Hu, Cheng Luo, Yilin Li, Nengjun Qiu, Feifei Li, Changcheng Chen, Dan Pei
Diagnosing Root Causes of Intermittent Slow Queries in Large-Scale Cloud Databases. Proc. VLDB Endow. 13 (8) (2020)
Yuan Meng, Shenglin Zhang, Yongqian Sun, Ruru Zhang, Zhilong Hu, Yiyin Zhang, Chenyang Jia, Zhaogang Wang, Dan Pei
Localizing Failure Root Causes in a Microservice through Causality Inference. IWQoS (2020)
Weibin Meng, Ying Liu, Yichen Zhu, Shenglin Zhang, Dan Pei, Yuqing Liu, Yihao Chen, Ruizhi Zhang, Shimin Tao, Pei Sun, Rong Zhou
LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs. IJCAI (2019)
Yuan Meng, Shenglin Zhang, Zijie Ye, Benliang Wang, Zhi Wang, Yongqian Sun, Qitong Liu, Shuai Yang, Dan Pei
Causal Analysis of the Unsatisfying Experience in Realtime Mobile Multiplayer Games in the Wild. ICME (2019)
Ping Liu, Yu Chen, Xiaohui Nie, Jing Zhu, Shenglin Zhang, Kaixin Sui, Ming Zhang, Dan Pei
FluxRank: A Widely-Deployable Framework to Automatically Localizing Root Cause Machines for Software Service Failure Mitigation. ISSRE (2019)
Shenglin Zhang, Ying Liu, Dan Pei, Yu Chen, Xianping Qu, Shimin Tao, Zhi Zang, Xiaowei Jing, Mei Feng
FUNNEL: Assessing Software Changes in Web-Based Services. IEEE Trans. Serv. Comput. 11 (1) (2018)
Shenglin Zhang, Ying Liu, Weibin Meng, Zhiling Luo, Jiahao Bu, Sen Yang, Peixian Liang, Dan Pei, Jun Xu, Yuzhi Zhang, Yu Chen, Hui Dong, Xianping Qu, Lei Song
PreFix: Switch Failure Prediction in Datacenter Networks. SIGMETRICS (Abstracts) (2018)
Minghua Ma, Shenglin Zhang, Dan Pei, Xin Huang, Hongwei Dai
Robust and Rapid Adaption for Concept Drift in Software System Anomaly Detection. ISSRE (2018)
Jiahao Bu, Ying Liu, Shenglin Zhang, Weibin Meng, Qitong Liu, Xiaotian Zhu, Dan Pei
Rapid Deployment of Anomaly Detection Models for Large Number of Emerging KPI Streams. IPCCC (2018)
Weibin Meng, Ying Liu, Shenglin Zhang, Dan Pei, Hui Dong, Lei Song, Xulong Luo
Device-Agnostic Log Anomaly Classification with Partial Labels. IWQoS (2018)
Yongqian Sun, Youjian Zhao, Ya Su, Dapeng Liu, Xiaohui Nie, Yuan Meng, Shiwen Cheng, Dan Pei, Shenglin Zhang, Xianping Qu, Xuanyou Guo
HotSpot: Anomaly Localization for Additive KPIs With Multi-Dimensional Attributes. IEEE Access 6 (2018)
Shenglin Zhang, Ying Liu, Weibin Meng, Zhiling Luo, Jiahao Bu, Sen Yang, Peixian Liang, Dan Pei, Jun Xu, Yuzhi Zhang, Yu Chen, Hui Dong, Xianping Qu, Lei Song
PreFix: Switch Failure Prediction in Datacenter Networks. Proc. ACM Meas. Anal. Comput. Syst. 2 (1) (2018)
Shenglin Zhang, Weibin Meng, Jiahao Bu, Sen Yang, Ying Liu, Dan Pei, Jun Xu, Yu Chen, Hui Dong, Xianping Qu, Lei Song
Syslog processing for switch failure diagnosis and prediction in datacenter networks. IWQoS (2017)
Shenglin Zhang, Ying Liu, Dan Pei, Yu Chen, Xianping Qu, Shimin Tao, Zhi Zang
Rapid and robust impact assessment of software changes in large internet-based services. CoNEXT (2015)
Ying Liu, Shenglin Zhang, Hongying Liu
A bottleneck-free model for P4P. Sci. China Inf. Sci. 58 (10) (2015)
Ying Liu, Gang Ren, Jianping Wu, Shenglin Zhang, Lin He, YiHao Jia
Building an IPv6 address generation and traceback system with NIDTGA in Address Driven Network. Sci. China Inf. Sci. 58 (12) (2015)
Hui Su, Tong Li, Ke Xu, Shenglin Zhang, Xiaoliang Wang
TSP: A traffic sharing platform for mobile networks. IWQoS (2015)
Shenglin Zhang, Ying Liu, Dan Pei
A measurement study on BGP AS path looping (BAPL) behavior. ICCCN (2014)
Ying Liu, Shenglin Zhang, Hongying Liu
An Improved Cooperative Model of P2P and ISP. ICoC (2013)
Tetsuro Kakeshita, Shenglin Zhang
The Net Disk Architecture for Dynamic Load Balancing among Disk Arrays. ICPADS (2000)