What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach

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What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach

30 September 2024

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Papers citing "What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach"

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Title
LogFormer: A Pre-train and Tuning Pipeline for Log Anomaly Detection Hongcheng Guo Jian Yang Jiaheng Liu Jiaqi Bai Boyang Wang Zhoujun Li Tieqiao Zheng Bo Zhang Junran peng Qi Tian 81 17 0 09 Jan 2024
A Critical Review of Common Log Data Sets Used for Evaluation of Sequence-based Anomaly Detection Techniques Max Landauer Florian Skopik Markus Wurzenberger 63 18 0 06 Sep 2023
On the Effectiveness of Log Representation for Log-based Anomaly Detection Xingfang Wu Heng Li Foutse Khomh AI4TS 58 16 0 17 Aug 2023
Transformer Language Models without Positional Encodings Still Learn Positional Information Adi Haviv Ori Ram Ofir Press Peter Izsak Omer Levy 104 128 0 30 Mar 2022
Log-based Anomaly Detection with Deep Learning: How Far Are We? Van-Hoang Le Hongyu Zhang 53 169 0 09 Feb 2022
Log-based Anomaly Detection Without Log Parsing Van-Hoang Le Hongyu Zhang 79 184 0 04 Aug 2021
Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection Zhuangbin Chen Jinyang Liu Wen-Cheng Gu Yuxin Su Michael R. Lyu AI4TS 54 106 0 13 Jul 2021
LogBERT: Log Anomaly Detection via BERT Haixuan Guo Shuhan Yuan Xintao Wu 85 222 0 07 Mar 2021
Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs S. Nedelkoski Jasmin Bogatinovski Alexander Acker Jorge Cardoso O. Kao 70 129 0 21 Aug 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,332 0 27 Aug 2019
Time2Vec: Learning a Vector Representation of Time Seyed Mehran Kazemi Rishab Goel Sepehr Eghbali J. Ramanan Jaspreet Sahota Sanjay Thakur Stella Wu Cathal Smyth Pascal Poupart Marcus A. Brubaker AI4TS 80 348 0 11 Jul 2019
Language Modeling with Deep Transformers Kazuki Irie Albert Zeyer Ralf Schluter Hermann Ney KELM 97 176 0 10 May 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 805 132,725 0 12 Jun 2017