Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection

13 July 2021

Michael R. Lyu

Papers citing "Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection"

30 / 30 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 53 0 0 12 Apr 2025
LogLLaMA: Transformer-based log anomaly detection with LLaMA Zhuoyi Yang Ian G. Harris 52 0 0 19 Mar 2025
LogBabylon: A Unified Framework for Cross-Log File Integration and Analysis Rabimba Karanjai Yang Lu Dana Alsagheer Keshav Kasichainula Lei Xu W. Shi Shou-Hsuan Stephen Huang 78 2 0 16 Dec 2024
What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach Xingfang Wu Heng Li Foutse Khomh AI4TS 40 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
AnoGAN for Tabular Data: A Novel Approach to Anomaly Detection Aditya Singh Pavan Reddy 45 1 0 05 May 2024
Enhancing Reasoning Capacity of SLM using Cognitive Enhancement Jonathan Pan Swee Liang Wong Xin Wei Chia Yidi Yuan LRM 42 0 0 01 Apr 2024
LogELECTRA: Self-supervised Anomaly Detection for Unstructured Logs Yuuki Yamanaka Tomokatsu Takahashi Takuya Minami Yoshiaki Nakajima 19 3 0 16 Feb 2024
A Light-weight and Unsupervised Method for Near Real-time Behavioral Analysis using Operational Data Measurement Tom Richard Vargis Siavash Ghiasvand 17 0 0 10 Jan 2024
RAGLog: Log Anomaly Detection using Retrieval Augmented Generation Jonathan Pan Swee Liang Wong Yidi Yuan 22 13 0 09 Nov 2023
Decodable and Sample Invariant Continuous Object Encoder Dehao Yuan Furong Huang Cornelia Fermuller Yiannis Aloimonos 32 2 0 31 Oct 2023
Tikuna: An Ethereum Blockchain Network Security Monitoring System Andres Gomez Ramirez Loui Al Sardy Francis Gomez Ramirez 24 1 0 13 Oct 2023
LogGPT: Log Anomaly Detection via GPT Xiao Han Shuhan Yuan Mohamed Trabelsi AI4TS 27 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 13 0 06 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 34 3 0 24 Aug 2023
On the Effectiveness of Log Representation for Log-based Anomaly Detection Xingfang Wu Heng Li Foutse Khomh AI4TS 23 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 25 0 15 Aug 2023
Graph Neural Networks based Log Anomaly Detection and Explanation Zhong Li Jiayang Shi M. Leeuwen 38 11 0 02 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 19 5 0 08 Jun 2023
NLP-based Cross-Layer 5G Vulnerabilities Detection via Fuzzing Generated Run-Time Profiling Zhuzhu Wang Ying Wang 25 7 0 14 May 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 65 19 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 14 30 0 14 Feb 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
Assessing Anonymized System Logs Usefulness for Behavioral Analysis in RNN Models Tom Richard Vargis Siavash Ghiasvand 21 1 0 02 Dec 2022
LogGD:Detecting Anomalies from System Logs by Graph Neural Networks Yongzhen Xie Hongyu Zhang M. Babar AI4TS 28 20 0 16 Sep 2022
Deep Learning for Anomaly Detection in Log Data: A Survey Max Landauer Sebastian Onder Florian Skopik Markus Wurzenberger 55 89 0 08 Jul 2022
Leveraging Log Instructions in Log-based Anomaly Detection Jasmin Bogatinovski Gjorgji Madjarov S. Nedelkoski Jorge Cardoso O. Kao 32 4 0 07 Jul 2022
Failure Identification from Unstable Log Data using Deep Learning Jasmin Bogatinovski S. Nedelkoski Li Wu Jorge Cardoso O. Kao 24 3 0 06 Apr 2022
AI based Log Analyser: A Practical Approach Jonathan Pan 11 2 0 18 Mar 2022
Log-based Anomaly Detection with Deep Learning: How Far Are We? Van-Hoang Le Hongyu Zhang 24 161 0 09 Feb 2022