AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities
and Challenges

AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges

10 April 2023

Silvio Saverese

Papers citing "AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges"

11 / 11 papers shown

Title
TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data Qi. Wang Xiao Zhang Mingyi Li Yuan Yuan Mengbai Xiao Fuzhen Zhuang Dongxiao Yu 24 0 0 29 Apr 2025
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks Tingting Wang Guilin Qi Tianxing Wu 16 1 0 11 Feb 2024
AIOps-Driven Enhancement of Log Anomaly Detection in Unsupervised Scenarios Daksh Dave Gauransh Sawhney Dhruv Khut Sahil Nawale Pushkar Aggrawal P. Bhavathankar 26 2 0 05 Nov 2023
RCAgent: Cloud Root Cause Analysis by Autonomous Agents with Tool-Augmented Large Language Models Zefan Wang Zichuan Liu Yingying Zhang Aoxiao Zhong Lunting Fan Lingfei Wu Qingsong Wen 16 23 0 25 Oct 2023
Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain Gerald Woo Chenghao Liu Akshat Kumar Doyen Sahoo AI4TS AI4CE 16 12 0 08 Oct 2023
Fine-grained Anomaly Detection in Sequential Data via Counterfactual Explanations He Cheng Depeng Xu Shuhan Yuan Xintao Wu AI4TS 13 3 0 09 Oct 2022
AutoTSG: Learning and Synthesis for Incident Troubleshooting Manish Shetty Chetan Bansal Sai Pramod Upadhyayula Arjun Radhakrishna Anurag Gupta 33 19 0 26 May 2022
UniLog: Deploy One Model and Specialize it for All Log Analysis Tasks Yichen Zhu Weibin Meng Ying Liu Shenglin Zhang Tao Han Shimin Tao Dan Pei MoE 19 14 0 06 Dec 2021
CloudRCA: A Root Cause Analysis Framework for Cloud Computing Platforms Yingying Zhang Zhengxiong Guan Huajie Qian Leili Xu Hengbo Liu Qingsong Wen Liang Sun Junwei Jiang L. Fan Minhui Ke 74 55 0 05 Nov 2021
Towards AIOps in Edge Computing Environments Soeren Becker Florian Schmidt Anton Gulenko Alexander Acker O. Kao 15 14 0 12 Feb 2021
Detecting Log Anomalies with Multi-Head Attention (LAMA) Yicheng Guo Yujin Wen Congwei Jiang Yixin Lian Yi Wan AI4TS 11 9 0 07 Jan 2021