Log-based vs Graph-based Approaches to Fault Diagnosis
Fuente:
arXiv
Saved in:
| Main Authors: | Nguyen, Mathis, Lajnef, Mohamed Ali |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
United We Stand: Towards End-to-End Log-based Fault Diagnosis via Interactive Multi-Task Learning
by: He, Minghua, et al.
Published: (2025)
by: He, Minghua, et al.
Published: (2025)
LogDB: Multivariate Log-based Failure Diagnosis for Distributed Databases (Extended from MultiLog)
by: Zhang, Lingzhe, et al.
Published: (2025)
by: Zhang, Lingzhe, et al.
Published: (2025)
Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis
by: Huang, Junjie, et al.
Published: (2024)
by: Huang, Junjie, et al.
Published: (2024)
LogSD: Detecting Anomalies from System Logs through Self-supervised Learning and Frequency-based Masking
by: Xie, Yongzheng, et al.
Published: (2024)
by: Xie, Yongzheng, et al.
Published: (2024)
A Comparative Study of Semantic Log Representations for Software Log-based Anomaly Detection
by: Wang, Yuqing, et al.
Published: (2026)
by: Wang, Yuqing, et al.
Published: (2026)
ZeroLog: Zero-Label Generalizable Cross-System Log-based Anomaly Detection
by: Zhao, Xinlong, et al.
Published: (2025)
by: Zhao, Xinlong, et al.
Published: (2025)
LUNAR: Unsupervised LLM-based Log Parsing
by: Huang, Junjie, et al.
Published: (2024)
by: Huang, Junjie, et al.
Published: (2024)
Can Hessian-Based Insights Support Fault Diagnosis in Attention-based Models?
by: Jahan, Sigma, et al.
Published: (2025)
by: Jahan, Sigma, et al.
Published: (2025)
LogLM: From Task-based to Instruction-based Automated Log Analysis
by: Liu, Yilun, et al.
Published: (2024)
by: Liu, Yilun, et al.
Published: (2024)
Log-based, Business-aware REST API Testing
by: Yang, Ding, et al.
Published: (2026)
by: Yang, Ding, et al.
Published: (2026)
Multivariate Log-based Anomaly Detection for Distributed Database
by: Zhang, Lingzhe, et al.
Published: (2024)
by: Zhang, Lingzhe, et al.
Published: (2024)
Towards Better Graph Neural Network-based Fault Localization Through Enhanced Code Representation
by: Rafi, Md Nakhla, et al.
Published: (2024)
by: Rafi, Md Nakhla, et al.
Published: (2024)
On the Effectiveness of Log Representation for Log-based Anomaly Detection
by: Wu, Xingfang, et al.
Published: (2023)
by: Wu, Xingfang, et al.
Published: (2023)
Mapping Cardinality-based Feature Models to Weighted Automata over Featured Multiset Semirings (Extended Version)
by: Müller, Robert, et al.
Published: (2024)
by: Müller, Robert, et al.
Published: (2024)
ASGNet: Adaptive Semantic Gate Networks for Log-Based Anomaly Diagnosis
by: Yang, Haitian, et al.
Published: (2024)
by: Yang, Haitian, et al.
Published: (2024)
AUCAD: Automated Construction of Alignment Dataset from Log-Related Issues for Enhancing LLM-based Log Generation
by: Zhang, Hao, et al.
Published: (2024)
by: Zhang, Hao, et al.
Published: (2024)
A Multi-Agent Approach to Fault Localization via Graph-Based Retrieval and Reflexion
by: Rafi, Md Nakhla, et al.
Published: (2024)
by: Rafi, Md Nakhla, et al.
Published: (2024)
Evaluating Mutation-based Fault Localization for Quantum Programs
by: Ishimoto, Yuta, et al.
Published: (2025)
by: Ishimoto, Yuta, et al.
Published: (2025)
Systematic Evaluation of Deep Learning Models for Log-based Failure Prediction
by: Hadadi, Fatemeh, et al.
Published: (2023)
by: Hadadi, Fatemeh, et al.
Published: (2023)
Logging Requirement for Continuous Auditing of Responsible Machine Learning-based Applications
by: Foalem, Patrick Loic, et al.
Published: (2025)
by: Foalem, Patrick Loic, et al.
Published: (2025)
LogDx-CI: Benchmarking Log Reduction Tools for LLM Root-Cause Diagnosis
by: Qin, Bowen
Published: (2026)
by: Qin, Bowen
Published: (2026)
LogLLM: Log-based Anomaly Detection Using Large Language Models
by: Guan, Wei, et al.
Published: (2024)
by: Guan, Wei, et al.
Published: (2024)
VarParser: Unleashing the Neglected Power of Variables for LLM-based Log Parsing
by: Sun, Jinrui, et al.
Published: (2026)
by: Sun, Jinrui, et al.
Published: (2026)
An Empirical study on LLM-based Log Retrieval for Software Engineering Metadata Management
by: Sun, Simin, et al.
Published: (2025)
by: Sun, Simin, et al.
Published: (2025)
Cross-System Software Log-based Anomaly Detection Using Meta-Learning
by: Wang, Yuqing, et al.
Published: (2024)
by: Wang, Yuqing, et al.
Published: (2024)
Graph Neural Networks based Log Anomaly Detection and Explanation
by: Li, Zhong, et al.
Published: (2023)
by: Li, Zhong, et al.
Published: (2023)
LogPilot: Intent-aware and Scalable Alert Diagnosis for Large-scale Online Service Systems
by: Jiang, Zhihan, et al.
Published: (2025)
by: Jiang, Zhihan, et al.
Published: (2025)
Automatically Learning a Precise Measurement for Fault Diagnosis Capability of Test Cases
by: Zhao, Yifan, et al.
Published: (2025)
by: Zhao, Yifan, et al.
Published: (2025)
Fault Localization in Deep Learning-based Software: A System-level Approach
by: Morovati, Mohammad Mehdi, et al.
Published: (2024)
by: Morovati, Mohammad Mehdi, et al.
Published: (2024)
MBFL-DKMR: Improving Mutation-based Fault Localization through Denoising-based Kill Matrix Refinement
by: Liu, Hengyuan, et al.
Published: (2025)
by: Liu, Hengyuan, et al.
Published: (2025)
HELP: Hierarchical Embeddings-based Log Parsing
by: Xu, Andy, et al.
Published: (2024)
by: Xu, Andy, et al.
Published: (2024)
Walk the Talk: Is Your Log-based Software Reliability Maintenance System Really Reliable?
by: He, Minghua, et al.
Published: (2025)
by: He, Minghua, et al.
Published: (2025)
Enhancing IR-based Fault Localization using Large Language Models
by: Shao, Shuai, et al.
Published: (2024)
by: Shao, Shuai, et al.
Published: (2024)
Improved Detection and Diagnosis of Faults in Deep Neural Networks Using Hierarchical and Explainable Classification
by: Jahan, Sigma, et al.
Published: (2025)
by: Jahan, Sigma, et al.
Published: (2025)
From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems
by: Wang, Yawen, et al.
Published: (2026)
by: Wang, Yawen, et al.
Published: (2026)
Unified Semantic Log Parsing and Causal Graph Construction for Attack Attribution
by: Tan, Zhuoran, et al.
Published: (2024)
by: Tan, Zhuoran, et al.
Published: (2024)
R-Log: Incentivizing Log Analysis Capability in LLMs via Reasoning-based Reinforcement Learning
by: Liu, Yilun, et al.
Published: (2025)
by: Liu, Yilun, et al.
Published: (2025)
AgentFL: Scaling LLM-based Fault Localization to Project-Level Context
by: Qin, Yihao, et al.
Published: (2024)
by: Qin, Yihao, et al.
Published: (2024)
LLMs-Powered Real-Time Fault Injection: An Approach Toward Intelligent Fault Test Cases Generation
by: Abboush, Mohammad, et al.
Published: (2025)
by: Abboush, Mohammad, et al.
Published: (2025)
Impact of Log Parsing on Deep Learning-Based Anomaly Detection
by: Khan, Zanis Ali, et al.
Published: (2023)
by: Khan, Zanis Ali, et al.
Published: (2023)
Similar Items
-
United We Stand: Towards End-to-End Log-based Fault Diagnosis via Interactive Multi-Task Learning
by: He, Minghua, et al.
Published: (2025) -
LogDB: Multivariate Log-based Failure Diagnosis for Distributed Databases (Extended from MultiLog)
by: Zhang, Lingzhe, et al.
Published: (2025) -
Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis
by: Huang, Junjie, et al.
Published: (2024) -
LogSD: Detecting Anomalies from System Logs through Self-supervised Learning and Frequency-based Masking
by: Xie, Yongzheng, et al.
Published: (2024) -
A Comparative Study of Semantic Log Representations for Software Log-based Anomaly Detection
by: Wang, Yuqing, et al.
Published: (2026)