Log-based Anomaly Detection Without Log Parsing

4 August 2021

Papers citing "Log-based Anomaly Detection Without Log Parsing"

41 / 41 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
Deep Learning-based Intrusion Detection Systems: A Survey Zhiwei Xu Yujuan Wu Shiheng Wang Jiabao Gao Tian Qiu Ziqi Wang Hai Wan Xibin Zhao 26 1 0 10 Apr 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 47 2 0 10 Jan 2025
Adapting Large Language Models to Log Analysis with Interpretable Domain Knowledge Yuhe Ji Yilun Liu Feiyu Yao Minggui He Shimin Tao ... Xinhua Yang Weibin Meng Yuming Xie Boxing Chen Hao Yang 90 3 0 02 Dec 2024
What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach Xingfang Wu Heng Li Foutse Khomh AI4TS 32 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
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 66 0 0 03 Sep 2024
A Scenario-Oriented Benchmark for Assessing AIOps Algorithms in Microservice Management Yongqian Sun Jiaju Wang Zhengdan Li Xiaohui Nie Minghua Ma ... Lu Zhang Wen Long Hengmao Chen Yongnan Luo Dan Pei 33 0 0 09 Jul 2024
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log Analysis Tianyu Cui Shiyu Ma Ziang Chen Tong Xiao Shimin Tao ... Changchang Liu Yuzhe Cai Weibin Meng Yongqian Sun Dan Pei ELM 24 5 0 02 Jul 2024
FastLogAD: Log Anomaly Detection with Mask-Guided Pseudo Anomaly Generation and Discrimination Yifei Lin Hanqiu Deng Xingyu Li 32 2 0 12 Apr 2024
AI for DevSecOps: A Landscape and Future Opportunities Michael Fu Jirat Pasuksmit C. Tantithamthavorn 35 6 0 07 Apr 2024
Enhancing Reasoning Capacity of SLM using Cognitive Enhancement Jonathan Pan Swee Liang Wong Xin Wei Chia Yidi Yuan LRM 37 0 0 01 Apr 2024
Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs Shiwen Shan Yintong Huo Yuxin Su Yichen Li Dan Li Zibin Zheng 32 15 0 31 Mar 2024
LogLead -- Fast and Integrated Log Loader, Enhancer, and Anomaly Detector Mika Mäntylä Yuqing Wang Jesse Nyyssölä 9 5 0 20 Nov 2023
RAGLog: Log Anomaly Detection using Retrieval Augmented Generation Jonathan Pan Swee Liang Wong Yidi Yuan 14 12 0 09 Nov 2023
RAPID: Training-free Retrieval-based Log Anomaly Detection with PLM considering Token-level information Gunho No Yukyung Lee H. Kang Pilsung Kang 13 2 0 09 Nov 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 15 13 0 07 Oct 2023
An Assessment of ChatGPT on Log Data Priyanka Mudgal Rita H. Wouhaybi LLMAG AI4MH 34 17 0 14 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 24 3 0 24 Aug 2023
Learning Representations on Logs for AIOps Pranjal Gupta Harshit Kumar Debanjana Kar Karan Bhukar Pooja Aggarwal P. Mohapatra 37 11 0 18 Aug 2023
On the Effectiveness of Log Representation for Log-based Anomaly Detection Xingfang Wu Heng Li Foutse Khomh AI4TS 8 14 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 45 24 0 15 Aug 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 11 5 0 08 Jun 2023
Log Parsing: How Far Can ChatGPT Go? Van-Hoang Le Hongyu Zhang 15 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 37 17 0 10 Apr 2023
Heterogeneous Anomaly Detection for Software Systems via Semi-supervised Cross-modal Attention Cheryl Lee Tianyi Yang Zhuangbin Chen Yuxin Su Yongqiang Yang Michael R. Lyu 6 30 0 14 Feb 2023
ClusterLog: Clustering Logs for Effective Log-based Anomaly Detection Chris Egersdoerfer Dong Dai Di Zhang 22 6 0 19 Jan 2023
Tele-Knowledge Pre-training for Fault Analysis Zhuo Chen Wen Zhang Yufen Huang Mingyang Chen Yuxia Geng ... Song Jiang Zhaoyang Lian Y. Li Lei Cheng Hua-zeng Chen 49 17 0 20 Oct 2022
CAN-BERT do it? Controller Area Network Intrusion Detection System based on BERT Language Model Natasha Alkhatib M. Mushtaq H. Ghauch J. Danger 16 31 0 17 Oct 2022
LogGD:Detecting Anomalies from System Logs by Graph Neural Networks Yongzhen Xie Hongyu Zhang M. Babar AI4TS 10 20 0 16 Sep 2022
LogLG: Weakly Supervised Log Anomaly Detection via Log-Event Graph Construction Hongcheng Guo Yu Guo Renjie Chen Jian Yang Jiaheng Liu Zhoujun Li Tieqiao Zheng Weichao Hou Liangfan Zheng Bo Zhang 23 14 0 23 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
Characterizing and Mitigating Anti-patterns of Alerts in Industrial Cloud Systems Tianyi Yang Jiacheng Shen Yuxin Su Xiaoxue Ren Yongqiang Yang Michael R. Lyu 18 7 0 13 Apr 2022
AI based Log Analyser: A Practical Approach Jonathan Pan 6 2 0 18 Mar 2022
Log-based Anomaly Detection with Deep Learning: How Far Are We? Van-Hoang Le Hongyu Zhang 16 158 0 09 Feb 2022
TransLog: A Unified Transformer-based Framework for Log Anomaly Detection Hongcheng Guo Xin-Xue Lin Jian Yang Yi Zhuang Jiaqi Bai Tieqiao Zheng Bo Zhang Zhoujun Li 30 19 0 31 Dec 2021
LAnoBERT: System Log Anomaly Detection based on BERT Masked Language Model Yukyung Lee Jina Kim Pilsung Kang 9 78 0 18 Nov 2021
A Comprehensive Survey of Logging in Software: From Logging Statements Automation to Log Mining and Analysis Sina Gholamian Paul A. S. Ward 33 16 0 24 Oct 2021
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 281 31,267 0 16 Jan 2013