Deep Learning or Classical Machine Learning? An Empirical Study on Log-Based Anomaly Detection
Boxi Yu, Jiayi Yao, Qiuai Fu, Zhiqing Zhong, Haotian Xie, Yaoliang Wu, Yuchi Ma, Pinjia He*.
ICSE'24: International Conference on Software Engineering
Selected/Recent Publications
UniLog: Automatic Logging via LLM and In-Context Learning
Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang.
ICSE'24: International Conference on Software Engineering
Hue: A User-Adaptive Parser for Hybrid Logs
Junjielong Xu, Qiuai Fu, Zhouruixing Zhu, Yutong Cheng, Zhijing Li, Yuchi Ma, Pinjia He*.
ESEC/FSE'23: Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering
AutoLog: A Log Sequence Synthesis Framework for Anomaly Detection
Yintong Huo, Yichen Li, Yuxin Su, Pinjia He, Zifan Xie, Michael R. Lyu.
ASE'23: International Conference on Automated Software Engineering
An Image is Worth a Thousand Toxic Words: A Metamorphic Testing Framework for Content Moderation Software
Wenxuan Wang, Jingyuan Huang, Jen-tse Huang, Chang Chen, Jiazhen Gu, Pinjia He, Michael R. Lyu.
ASE'23: International Conference on Automated Software Engineering
Automated Testing and Improvement of Named Entity Recognition Systems
Boxi Yu, Yiyan Hu, Qiuyang Mang, Wenhan Hu, Pinjia He*.
ESEC/FSE'23: Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering
BiasAsker: Measuring the Bias in Conversational AI System
Yuxuan Wan, Wenxuan Wang, Pinjia He, Jiazhen Gu, Haonan Bai, Michael R. Lyu.
ESEC/FSE'23: Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering
ROME: Testing Image Captioning Systems via Recursive Object Melting
Boxi Yu, Zhiqing Zhong, Jiaqi Li, Yixing Yang, Shilin He, Pinjia He*.
ISSTA'23: International Symposium on Software Testing and Analysis
Validating Multimedia Content Moderation Software via Semantic Fusion
Wenxuan Wang, Jingyuan Huang, Chang Chen, Jiazhen Gu, Jianping Zhang, Weibin Wu, Pinjia He*, Michael R. Lyu.
ISSTA'23: International Symposium on Software Testing and Analysis
MTTM: Metamorphic Testing for Textual Content Moderation Software
Wenxuan Wang, Jen-tse Huang, Weibin Wu, Jianping Zhang, Yizhan Huang, Shuqing Li, Pinjia He*, Michael R. Lyu.
ICSE'23: International Conference on Software Engineering
AEON: A Method for Automatic Evaluation of NLP Test Cases
Jen-tse Huang, Jianping Zhang, Wenxuan Wang, Pinjia He*, Yuxin Su, Michael R. Lyu.
ISSTA'22: International Symposium on Software Testing and Analysis
Automated Testing of Image Captioning Systems
Boxi Yu, Zhiqing Zhong, Xinran Qin, Jiayi Yao, Yuancheng Wang, Pinjia He*.
ISSTA'22: International Symposium on Software Testing and Analysis
SanRazor: Reducing Redundant Sanitizer Checks in C/C++ Programs
Jiang Zhang, Shuai Wang, Manuel Rigger, Pinjia He, Zhendong Su.
OSDI'21: USENIX Symposium on Operating Systems Design and Implementation
A Survey on Automated Log Analysis for Reliability Engineering
Shilin He, Pinjia He*, Zhuangbin Chen, Tianyi Yang, Yuxin Su, Michael R. Lyu.
CSUR'21: ACM Computing Surveys
Testing Machine Translation via Referential Transparency
Pinjia He, Clara Meister, Zhendong Su.
ICSE'21: International Conference on Software Engineering
Machine Translation Testing via Pathological Invariance
Shashij Gupta, Pinjia He*, Clara Meister, Zhendong Su.
ESEC/FSE'20: Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering
Structure-Invariant Testing for Machine Translation
Pinjia He, Clara Meister, Zhendong Su.
ICSE'20: International Conference on Software Engineering
Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compression
Jinyang Liu, Jieming Zhu, Shilin He, Pinjia He*, Zibin Zheng, Michael R. Lyu.
ASE'19: International Conference on Automated Software Engineering
Characterizing the Natural Language Descriptions in Software Logging Statements
Pinjia He, Zhuangbin Chen, Shilin He, Michael R. Lyu.
ASE'18: International Conference on Automated Software Engineering
Towards Automated Log Parsing for Large-Scale Log Data Analysis
Pinjia He, Jieming Zhu, Shilin He, Jian Li, Michael R. Lyu.
TDSC'18: IEEE Transactions on Dependable an Secure Computing
Drain: An Online Log Parsing Approach with Fixed Depth Tree
Pinjia He, Jieming Zhu, Zibin Zheng, Michael R. Lyu.
ICWS'17: International Conference on Web Services
Online QoS Prediction for Runtime Service Adaptation via Adaptive Matrix Factorization
Jieming Zhu, Pinjia He*, Zibin Zheng, Michael R. Lyu.
TPDS'17: IEEE Transactions on Parallel and Distributed Systems
Experience Report: System Log Analysis for Anomaly Detection
Shilin He, Jieming Zhu, Pinjia He, Michael R. Lyu.
ISSRE'16: International Symposium on Software Reliability Engineering
Most Influential Paper Award
An Evaluation Study on Log Parsing and Its Use in Log Mining
Pinjia He, Jieming Zhu, Shilin He, Jian Li, Michael R. Lyu.
DSN'16: International Conference on Dependable Systems and Networks
Learning to Log: Helping Developers Make Informed Logging Decisions
Jieming Zhu, Pinjia He, Qiang Fu, Hongyu Zhang, Michael R. Lyu, Dongmei Zhang.
ICSE'15: International Conference on Software Engineering
* Corresponding Author
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