About me
I am a Ph.D. candidate in the Department of Computer Science and Technology and the Institute for Network Sciences and Cyberspace at Tsinghua University. My advisers are Professor Dan Pei and Professor Ying Liu. I am also supervised by Assistant Professor Shenglin Zhang. My research focus is on logs analysis.
Research Interests
- AIOps
- Log analysis
- Anomaly detection
Research Internships
- Huawei 2012 Lab, from May 2018 to Dec 2020.
- Baidu, from February 2016 to May 2018.
Publications
- LogClass: Anomalous Log Identification and Classification with Partial Labels
Weibin Meng, Ying Liu, Shenglin Zhang, Federico Zaiter, Yuzhe Zhang, Yuheng Huang, Zhaoyang Yu, Yuzhi Zhang, Lei Song, Ming Zhang and Dan Pei
IEEE TNSM. (IEEE Transactions on Network and Service Management), 2021
PaperCode - LogTransfer: Cross-System Log Anomaly Detection for Software Systems with Transfer Learning
Rui Chen, Shenglin Zhang, Dongwen Li, Yuzhe Zhang, Fangrui Guo, Weibin Meng, Dan Pei, Yuzhi Zhang, Xu Chen, Yuqing Liu
ISSRE 2020, Oct 12 – 15, 2020, Coimbra, Portugal
Paper - A Semantic-aware Representation Framework forOnline Log Analysis
Weibin Meng, Ying Liu, Yuheng Huang, Shenglin Zhang, Federico Zaiter, Bingjin Chen, Dan Pei
ICCCN 2020, Honolulu, Hawaii, USA, Auguest 3 – August 6, 2020.
PaperSlidesCode - LogParse: Making Log Parsing Adaptive through Word Classification
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
ICCCN 2020, Honolulu, Hawaii, USA, Auguest 3 – August 6, 2020.
PaperSlidesCode - Efficient and Robust Syslog Parsing for Network Devices in Datacenter Networks
Shenglin Zhang, Ying Liu, Weibin Meng, Jiahao Bu, Sen Yang, Yongqian sun, Dan Pei, Jun Xu, Yuzhi Zhang, Lei Sone, Ming Zhang
IEEE Access 2020
Paper Code (A journal paper, no slides) - ZeroWall: Detecting Zero-Day Web Attacks through Encoder-Decoder Recurrent Neural Networks
Ruming Tang, Zheng Yang, Zeyan Li, Weibin Meng, Haixin Wang, Qi Li, Yongqian Sun, Dan Pei, Tao Wei, Yanfei Xu, Yan Liu
INFOCOM 2020, Beijing, China, Apr 27-30, 2020
PaperSlides - Storage Management Strategy in Mobile Phones for Photo Crowdsensing
En Wang, Zhengdao Qu, Xinyao Liang, Xiangyu Meng, Yongjian Yang, Weibin Meng
Sensors 2020
Paper (A journal paper, no slides) - LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs
Weibin Meng, Ying Liu, Yichen Zhu, Shenglin Zhang, Dan Pei, Yuqing Liu, Yihao Chen, Ruizhi Zhang, Shimin Tao, Pei Sun, Rong Zhou
IJCAI 2019, Macao, China, August 10-16 2019.
PaperSlides
- Rapid Deployment of Anomaly Detection Models for Large Number of Emerging KPI Streams
Jiahao Bu, Ying Liu , Shenglin Zhang , Weibin Meng , Qitong Liu, Xiaotian Zhu, Dan Pei
IPCCC 2018, Orlando, Florida, USA, November 17-19, 2018.
PaperSlides
- Device-Agnostic Log Anomaly Classification with Partial Labels
Weibin Meng, Ying Liu, Shenglin Zhang, Dan Pei, Hui Dong, Lei Song, Xulong Luo
IWQoS 2018, Banff, Alberta, Canada, June 4-6, 2018. (Short paper)
PaperSlidesCode - PreFix: Switch Failure Prediction in Datacenter Networks
Shenglin Zhang, Ying Liu, Weibin Meng, Zhiling Luo, Jiahao Bu, Sen Yang, Peixian Liang, Dan Pei, Jun (Jim) Xu, Yuzhi Zhang, Yu Chen, Hui Dong, Xianping Qu, Lei Song.
SIGMETRICS 2018, Irvine, California, USA, June 18-22, 2018.
PaperSlides - Syslog Processing for Switch Failure Diagnosis and Prediction in Datacenter Networks
Shenglin Zhang, Weibin Meng, Jiahao Bu, Sen Yang, Ying Liu, Dan Pei, Jun Xu, Yu Chen, Hui Dong, Xianping Qu, Lei Song
IWQoS 2017,Vilanova i la Geltrú, Barcelona, Spain, 14-16 June 2017.
Paper SlidesCode
Contact me
Email: [email protected], [email protected]
Address: Room 4-204, FIT Building, Tsinghua University, Beijing, China, 100084