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

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"

9 / 9 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 41 0 0 12 Apr 2025
What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach Xingfang Wu Heng Li Foutse Khomh AI4TS 30 0 0 30 Sep 2024
Enhancing Reasoning Capacity of SLM using Cognitive Enhancement Jonathan Pan Swee Liang Wong Xin Wei Chia Yidi Yuan LRM 35 0 0 01 Apr 2024
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 S. Hoi 37 17 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 24 5 0 31 Jan 2023
Assessing Anonymized System Logs Usefulness for Behavioral Analysis in RNN Models Tom Richard Vargis Siavash Ghiasvand 8 1 0 02 Dec 2022
Leveraging Log Instructions in Log-based Anomaly Detection Jasmin Bogatinovski Gjorgji Madjarov S. Nedelkoski Jorge Cardoso O. Kao 21 4 0 07 Jul 2022
Failure Identification from Unstable Log Data using Deep Learning Jasmin Bogatinovski S. Nedelkoski Li Wu Jorge Cardoso O. Kao 16 3 0 06 Apr 2022
Log-based Anomaly Detection with Deep Learning: How Far Are We? Van-Hoang Le Hongyu Zhang 16 157 0 09 Feb 2022