Log-based Anomaly Detection with Deep Learning: How Far Are We?

9 February 2022

Papers citing "Log-based Anomaly Detection with Deep Learning: How Far Are We?"

38 / 38 papers shown

Title
CAShift: Benchmarking Log-Based Cloud Attack Detection under Normality Shift Jiongchi Yu Xiaofei Xie Q. Hu Bowen Zhang Ziming Zhao Yun Lin Lei Ma Ruitao Feng Frank Liau 48 0 0 12 Apr 2025
Adapting Large Language Models for Parameter-Efficient Log Anomaly Detection Ying Fu Lim Jiawen Zhu Guansong Pang 44 0 0 11 Mar 2025
Beyond Window-Based Detection: A Graph-Centric Framework for Discrete Log Anomaly Detection Jiaxing Qi Chang Zeng Zhongzhi Luan Shaohan Huang Shangshang Yang Yao Lu Hailong Yang D. Qian 44 0 0 21 Jan 2025
Data and System Perspectives of Sustainable Artificial Intelligence Tao Xie D. Harel Dezhi Ran Zhenwen Li Maoliang Li ... Wentao Zhang Meng Li Chenyi Zhang Linyi Li Assaf Marron 39 0 0 13 Jan 2025
LogLM: From Task-based to Instruction-based Automated Log Analysis Yilun Liu Yuhe Ji Shimin Tao Minggui He Weibin Meng Shenglin Zhang Yongqian Sun Yuming Xie Boxing Chen Hao Yang 49 2 0 10 Jan 2025
What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach Xingfang Wu Heng Li Foutse Khomh AI4TS 38 0 0 30 Sep 2024
Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis Junjie Huang Zhihan Jiang Jinyang Liu Yintong Huo Jiazhen Gu Zhuangbin Chen Cong Feng Hui Dong Zengyin Yang Michael R. Lyu 33 3 0 20 Sep 2024
Reducing Events to Augment Log-based Anomaly Detection Models: An Empirical Study Lingzhe Zhang Tong Jia Kangjin Wang Mengxi Jia Yang Yong Ying Li 32 5 0 07 Sep 2024
A Comparative Study on Large Language Models for Log Parsing Merve Astekin Max Hort Leon Moonen 43 3 0 04 Sep 2024
LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models Lipeng Ma Weidong Yang Sihang Jiang Ben Fei Mingjie Zhou Shuhao Li Bo Xu Bo Xu Yanghua Xiao 68 0 0 03 Sep 2024
HELP: Hierarchical Embeddings-based Log Parsing Andy Xu Arno Gau 52 2 0 15 Aug 2024
LogELECTRA: Self-supervised Anomaly Detection for Unstructured Logs Yuuki Yamanaka Tomokatsu Takahashi Takuya Minami Yoshiaki Nakajima 16 3 0 16 Feb 2024
MLAD: A Unified Model for Multi-system Log Anomaly Detection Runqiang Zang Hongcheng Guo Jian Yang Jiaheng Liu Zhoujun Li Tieqiao Zheng Xu Shi Liangfan Zheng Bo Zhang 43 1 0 15 Jan 2024
Semi-supervised learning via DQN for log anomaly detection Yingying He Xiaobing Pei Lihong Shen 36 1 0 06 Jan 2024
RAPID: Training-free Retrieval-based Log Anomaly Detection with PLM considering Token-level information Gunho No Yukyung Lee H. Kang Pilsung Kang 15 2 0 09 Nov 2023
Log-based Anomaly Detection of Enterprise Software: An Empirical Study Nadun Wijesinghe Hadi Hemmati 14 1 0 31 Oct 2023
RCAgent: Cloud Root Cause Analysis by Autonomous Agents with Tool-Augmented Large Language Models Zefan Wang Zichuan Liu Yingying Zhang Aoxiao Zhong Lunting Fan Lingfei Wu Qingsong Wen 46 24 0 25 Oct 2023
Anomaly Detection of Command Shell Sessions based on DistilBERT: Unsupervised and Supervised Approaches Zefang Liu John Buford 24 4 0 20 Oct 2023
Twin Graph-based Anomaly Detection via Attentive Multi-Modal Learning for Microservice System Jun Huang Yang Yang Hang Yu Jianguo Li Xiao Zheng AI4TS 21 13 0 07 Oct 2023
Naming Practices of Pre-Trained Models in Hugging Face Wenxin Jiang Chingwo Cheung Mingyu Kim Heesoo Kim George K. Thiruvathukal James C. Davis CVBM 23 6 0 02 Oct 2023
LogGPT: Log Anomaly Detection via GPT Xiao Han Shuhan Yuan Mohamed Trabelsi AI4TS 24 19 0 25 Sep 2023
A Critical Review of Common Log Data Sets Used for Evaluation of Sequence-based Anomaly Detection Techniques Max Landauer Florian Skopik Markus Wurzenberger 36 12 0 06 Sep 2023
LogGPT: Exploring ChatGPT for Log-Based Anomaly Detection Jiaxing Qi Shaohan Huang Zhongzhi Luan Carol J. Fung Hailong Yang D. Qian 22 26 0 03 Sep 2023
Try with Simpler -- An Evaluation of Improved Principal Component Analysis in Log-based Anomaly Detection Lin Yang Jun-Cheng Chen Shutao Gao Zhihao Gong Hongyu Zhang Yue Kang Huaan Li 29 3 0 24 Aug 2023
On the Effectiveness of Log Representation for Log-based Anomaly Detection Xingfang Wu Heng Li Foutse Khomh AI4TS 17 15 0 17 Aug 2023
Interpretable Online Log Analysis Using Large Language Models with Prompt Strategies Yilun Liu Shimin Tao Weibin Meng Jingyu Wang Wenbing Ma Yanqing Zhao Yuhang Chen Hao Yang Yanfei Jiang Xun Chen 48 24 0 15 Aug 2023
CSCLog: A Component Subsequence Correlation-Aware Log Anomaly Detection Method Ling-Hao Chen Chao Song Xu Wang Dachao Fu Feifei Li AI4TS 16 0 0 07 Jul 2023
Log-based Anomaly Detection based on EVT Theory with feedback Jinyang Liu Junjie Huang Yintong Huo Zhihan Jiang Jia-Yuan Gu Zhuangbin Chen Cong Feng Minzhi Yan Michael R. Lyu 16 5 0 08 Jun 2023
Log Parsing: How Far Can ChatGPT Go? Van-Hoang Le Hongyu Zhang 17 35 0 02 Jun 2023
AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges Qian Cheng Doyen Sahoo Amrita Saha Wenjing Yang Chenghao Liu Gerald Woo Manpreet Singh Silvio Saverese Guosheng Lin 42 18 0 10 Apr 2023
LogAI: A Library for Log Analytics and Intelligence Qian Cheng Amrita Saha Wenjing Yang Chenghao Liu Doyen Sahoo Steven C. H. Hoi 27 5 0 31 Jan 2023
Tele-Knowledge Pre-training for Fault Analysis Zhuo Chen Wen Zhang Yufen Huang Mingyang Chen Yuxia Geng ... Song Jiang Zhaoyang Lian Yuchen Li Lei Cheng Hua-zeng Chen 49 17 0 20 Oct 2022
LogGD:Detecting Anomalies from System Logs by Graph Neural Networks Yongzhen Xie Hongyu Zhang M. Babar AI4TS 23 20 0 16 Sep 2022
Feature Selection for Fault Detection and Prediction based on Event Log Analysis Zhong Li M. Leeuwen 28 5 0 19 Aug 2022
Deep Learning for Anomaly Detection in Log Data: A Survey Max Landauer Sebastian Onder Florian Skopik Markus Wurzenberger 52 89 0 08 Jul 2022
syslrn: Learning What to Monitor for Efficient Anomaly Detection D. Sanvito G. Siracusano Sharan Santhanam Roberto González Robert Bifulco 8 3 0 29 Mar 2022
LAnoBERT: System Log Anomaly Detection based on BERT Masked Language Model Yukyung Lee Jina Kim Pilsung Kang 14 79 0 18 Nov 2021
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 312 13,373 0 25 Aug 2014