Large language models for software engineering: A systematic literature review

X Hou, Y Zhao, Y Liu, Z Yang, K Wang, L Li… - ACM Transactions on …, 2023 - dl.acm.org
Large Language Models (LLMs) have significantly impacted numerous domains, including
Software Engineering (SE). Many recent publications have explored LLMs applied to …

Imdiffusion: Imputed diffusion models for multivariate time series anomaly detection

Y Chen, C Zhang, M Ma, Y Liu, R Ding, B Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Anomaly detection in multivariate time series data is of paramount importance for ensuring
the efficient operation of large-scale systems across diverse domains. However, accurately …

Xpert: Empowering incident management with query recommendations via large language models

Y Jiang, C Zhang, S He, Z Yang, M Ma, S Qin… - Proceedings of the …, 2024 - dl.acm.org
Large-scale cloud systems play a pivotal role in modern IT infrastructure. However, incidents
occurring within these systems can lead to service disruptions and adversely affect user …

Automatic root cause analysis via large language models for cloud incidents

Y Chen, H Xie, M Ma, Y Kang, X Gao, L Shi… - Proceedings of the …, 2024 - dl.acm.org
Ensuring the reliability and availability of cloud services necessitates efficient root cause
analysis (RCA) for cloud incidents. Traditional RCA methods, which rely on manual …

Rcagent: Cloud root cause analysis by autonomous agents with tool-augmented large language models

Z Wang, Z Liu, Y Zhang, A Zhong, J Wang… - Proceedings of the 33rd …, 2024 - dl.acm.org
Large language model (LLM) applications in cloud root cause analysis (RCA) have been
actively explored recently. However, current methods are still reliant on manual workflow …

Ufo: A ui-focused agent for windows os interaction

C Zhang, L Li, S He, X Zhang, B Qiao, S Qin… - arXiv preprint arXiv …, 2024 - arxiv.org
We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to
applications on Windows OS, harnessing the capabilities of GPT-Vision. UFO employs a …

[PDF][PDF] Empowering practical root cause analysis by large language models for cloud incidents

Y Chen, H Xie, M Ma, Y Kang, X Gao… - arXiv preprint arXiv …, 2023 - yinfangchen.github.io
Ensuring the reliability and availability of cloud services necessitates efficient root cause
analysis (RCA) for cloud incidents. Traditional RCA methods, which rely on manual …

A Survey of AIOps for Failure Management in the Era of Large Language Models

L Zhang, T Jia, M Jia, Y Wu, A Liu, Y Yang, Z Wu… - arXiv preprint arXiv …, 2024 - arxiv.org
As software systems grow increasingly intricate, Artificial Intelligence for IT Operations
(AIOps) methods have been widely used in software system failure management to ensure …

Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective

Z Wang, C Pei, M Ma, X Wang, Z Li, D Pei… - Proceedings of the …, 2024 - dl.acm.org
Time series Anomaly Detection (AD) plays a crucial role for web systems. Various web
systems rely on time series data to monitor and identify anomalies in real time, as well as to …

LLMs with Industrial Lens: Deciphering the Challenges and Prospects--A Survey

A Urlana, CV Kumar, AK Singh, BM Garlapati… - arXiv preprint arXiv …, 2024 - arxiv.org
Large language models (LLMs) have become the secret ingredient driving numerous
industrial applications, showcasing their remarkable versatility across a diverse spectrum of …