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AI for IT Operations (AIOps) aims to automate complex operational tasks, such as fault localization and root cause analysis, to reduce human workload and minimize customer impact. While traditional DevOps tools and AIOps algorithms often…

Artificial Intelligence · Computer Science 2025-01-14 Yinfang Chen , Manish Shetty , Gagan Somashekar , Minghua Ma , Yogesh Simmhan , Jonathan Mace , Chetan Bansal , Rujia Wang , Saravan Rajmohan

The integration of Artificial Intelligence (AI) into IT Operations Management (ITOM), commonly referred to as AIOps, offers substantial potential for automating workflows, enhancing efficiency, and supporting informed decision-making.…

Software Engineering · Computer Science 2025-01-24 Arthur Vitui , Tse-Hsun Chen

As software systems grow increasingly intricate, Artificial Intelligence for IT Operations (AIOps) methods have been widely used in software system failure management to ensure the high availability and reliability of large-scale…

Software Engineering · Computer Science 2024-06-25 Lingzhe Zhang , Tong Jia , Mengxi Jia , Yifan Wu , Aiwei Liu , Yong Yang , Zhonghai Wu , Xuming Hu , Philip S. Yu , Ying Li

The management of modern IT systems poses unique challenges, necessitating scalability, reliability, and efficiency in handling extensive data streams. Traditional methods, reliant on manual tasks and rule-based approaches, prove…

Operating Systems · Computer Science 2024-04-03 Youcef Remil , Anes Bendimerad , Romain Mathonat , Mehdi Kaytoue

Artificial Intelligence for IT Operations (AIOps) is a rapidly growing field that applies artificial intelligence and machine learning to automate and optimize IT operations. AIOps vendors provide services that ingest end-to-end logs,…

Cryptography and Security · Computer Science 2024-01-17 Subhadip Kumar

Artificial Intelligence for IT Operations (AIOps) is an emerging interdisciplinary field arising in the intersection between the research areas of machine learning, big data, streaming analytics, and the management of IT operations. AIOps,…

Artificial Intelligence for IT Operations (AIOps) leverages AI approaches to handle the massive amount of data generated during the operations of software systems. Prior works have proposed various AIOps solutions to support different tasks…

Software Engineering · Computer Science 2023-09-07 Roozbeh Aghili , Heng Li , Foutse Khomh

The rapid growth in the use of Large Language Models (LLMs) and AI Agents as part of software development and deployment is revolutionizing the information technology landscape. While code generation receives significant attention, a…

AI for IT Operations (AIOps) is a powerful platform that Site Reliability Engineers (SREs) use to automate and streamline operational workflows with minimal human intervention. Automated log analysis is a critical task in AIOps as it…

Computation and Language · Computer Science 2023-08-23 Pranjal Gupta , Harshit Kumar , Debanjana Kar , Karan Bhukar , Pooja Aggarwal , Prateeti Mohapatra

With the growing reliance on the ubiquitous availability of IT systems and services, these systems become more global, scaled, and complex to operate. To maintain business viability, IT service providers must put in place reliable and cost…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-08 Anna Levin , Shelly Garion , Elliot K. Kolodner , Dean H. Lorenz , Katherine Barabash , Mike Kugler , Niall McShane

IT systems of today are becoming larger and more complex, rendering their human supervision more difficult. Artificial Intelligence for IT Operations (AIOps) has been proposed to tackle modern IT administration challenges thanks to AI and…

Computers and Society · Computer Science 2020-12-17 Paolo Notaro , Jorge Cardoso , Michael Gerndt

Artificial Intelligence for IT operations (AIOps) aims to combine the power of AI with the big data generated by IT Operations processes, particularly in cloud infrastructures, to provide actionable insights with the primary goal of…

Machine Learning · Computer Science 2023-04-11 Qian Cheng , Doyen Sahoo , Amrita Saha , Wenzhuo Yang , Chenghao Liu , Gerald Woo , Manpreet Singh , Silvio Saverese , Steven C. H. Hoi

Telecommunication Networks (TNs) have become the most important infrastructure for data communications over the last century. Operations and maintenance (O&M) is extremely important to ensure the availability, effectiveness, and efficiency…

Artificial Intelligence · Computer Science 2024-12-09 Yuqian Yang , Shusen Yang , Cong Zhao , Zongben Xu

Using artificial intelligence to manage IT operations, also known as AIOps, is a trend that has attracted a lot of interest and anticipation in recent years. The challenge in IT operations is to run steady-state operations without…

Computers and Society · Computer Science 2024-01-18 Subhadip Kumar

The integration of security within DevOps, known as DevSecOps, has gained traction in modern software development to address security vulnerabilities while maintaining agility. Artificial Intelligence (AI) and Machine Learning (ML) have…

Cryptography and Security · Computer Science 2025-04-29 Farid Binbeshr , Muhammad Imam

Agentic AI systems powered by large language models (LLMs) and endowed with planning, tool use, memory, and autonomy, are emerging as powerful, flexible platforms for automation. Their ability to autonomously execute tasks across web,…

Artificial Intelligence · Computer Science 2026-04-07 Anshuman Chhabra , Shrestha Datta , Shahriar Kabir Nahin , Prasant Mohapatra

Large language models are increasingly being used to support network operations (NetOps) and artificial intelligence for IT operations (AIOps), including incident investigation, root-cause analysis, configuration synthesis, and limited…

Networking and Internet Architecture · Computer Science 2026-05-14 Muhammad Bilal , Jon Crowcroft , Ruizhi Wang , Xiaolong Xu , Schahram Dustdar

Recently, AIOps (Artificial Intelligence for IT Operations) has been well studied in academia and industry to enable automated and effective software service management. Plenty of efforts have been dedicated to AIOps, including anomaly…

Software Engineering · Computer Science 2022-08-09 Zeyan Li , Nengwen Zhao , Shenglin Zhang , Yongqian Sun , Pengfei Chen , Xidao Wen , Minghua Ma , Dan Pei

Artificial intelligence operations (AIOps) play a pivotal role in identifying, mitigating, and analyzing anomalous system behaviors and alerts. However, the research landscape in this field remains limited, leaving significant gaps…

Machine Learning · Computer Science 2023-12-13 Daksh Dave , Gauransh Sawhney , Dhruv Khut , Sahil Nawale , Pushkar Aggrawal , Prasenjit Bhavathankar

The genuine supervision of modern IT systems brings new challenges as it requires higher standards of scalability, reliability and efficiency when analysing and monitoring big data streams. Rule-based inference engines are a key component…

Software Engineering · Computer Science 2021-09-13 Youcef Remil
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