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Effective incident management is pivotal for the smooth operation of enterprises-level cloud services. In order to expedite incident mitigation, service teams compile troubleshooting knowledge into Troubleshooting Guides (TSGs) accessible…

Software Engineering · Computer Science 2024-05-13 Kaikai An , Fangkai Yang , Junting Lu , Liqun Li , Zhixing Ren , Hao Huang , Lu Wang , Pu Zhao , Yu Kang , Hua Ding , Qingwei Lin , Saravan Rajmohan , Dongmei Zhang , Qi Zhang

Incident management for large cloud services is a complex and tedious process and requires significant amount of manual efforts from on-call engineers (OCEs). OCEs typically leverage data from different stages of the software development…

Networking and Internet Architecture · Computer Science 2024-04-08 Drishti Goel , Fiza Husain , Aditya Singh , Supriyo Ghosh , Anjaly Parayil , Chetan Bansal , Xuchao Zhang , Saravan Rajmohan

Effective incident management in large-scale IT systems relies on troubleshooting guides (TSGs), but their manual execution is slow and error-prone. While recent advances in LLMs offer promise for automating incident management tasks,…

Artificial Intelligence · Computer Science 2026-04-22 Jiayi Mao , Liqun Li , Yanjie Gao , Zegang Peng , Shilin He , Chaoyun Zhang , Si Qin , Samia Khalid , Qingwei Lin , Saravan Rajmohan , Sitaram Lanka , Dongmei Zhang

Incident management for cloud services is a complex process involving several steps and has a huge impact on both service health and developer productivity. On-call engineers require significant amount of domain knowledge and manual effort…

Software Engineering · Computer Science 2023-02-10 Toufique Ahmed , Supriyo Ghosh , Chetan Bansal , Thomas Zimmermann , Xuchao Zhang , Saravan Rajmohan

AI workloads incur frequent failures and incidents from the underlying infrastructure. The current incident management workflow follows a provider-centric paradigm, where users report incidents to the infrastructure provider who then…

Software Engineering · Computer Science 2026-05-08 Yitao Yang , Yangtao Deng , Yifan Xiong , Baochun Li , Hong Xu , Peng Cheng

Cloud systems have become increasingly popular in recent years due to their flexibility and scalability. Each time cloud computing applications and services hosted on the cloud are affected by a cloud outage, users can experience slow…

Time-to-Contact (TTC) estimation is a critical task for assessing collision risk and is widely used in various driver assistance and autonomous driving systems. The past few decades have witnessed development of related theories and…

Computer Vision and Pattern Recognition · Computer Science 2023-11-07 Yuheng Shi , Zehao Huang , Yan Yan , Naiyan Wang , Xiaojie Guo

Despite significant reliability efforts, large-scale cloud services inevitably experience production incidents that can significantly impact service availability and customer's satisfaction. Worse, in many cases one incident can lead to…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-28 Supriyo Ghosh , Karish Grover , Jimmy Wong , Chetan Bansal , Rakesh Namineni , Mohit Verma , Saravan Rajmohan

With the rapid advancement of deep learning and related technologies, Autonomous Driving Systems (ADSs) have made significant progress and are gradually being widely applied in safety-critical fields. However, numerous accident reports show…

Software Engineering · Computer Science 2025-09-03 Pin Ji , Yang Feng , Zongtai Li , Xiangchi Zhou , Jia Liu , Jun Sun , Zhihong Zhao

Software engineers frequently grapple with the challenge of accessing disparate documentation and telemetry data, including TroubleShooting Guides (TSGs), incident reports, code repositories, and various internal tools developed by multiple…

As cloud services are growing and generating high revenues, the cost of downtime in these services is becoming significantly expensive. To reduce loss and service downtime, a critical primary step is to execute incident triage, the process…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-08 Phuong Pham , Vivek Jain , Lukas Dauterman , Justin Ormont , Navendu Jain

This paper presents the results of a research study related to software system failures, with the goal of understanding how we might better evolve, maintain and support software systems in production. We have qualitatively analyzed thirty…

Software Engineering · Computer Science 2020-08-26 Jonathan Sillito , Esdras Kutomi

As autonomous driving systems (ADSes) become increasingly complex and integral to daily life, the importance of understanding the nature and mitigation of software bugs in these systems has grown correspondingly. Addressing the challenges…

Software Engineering · Computer Science 2025-02-05 Yuntianyi Chen , Yuqi Huai , Yirui He , Shilong Li , Changnam Hong , Qi Alfred Chen , Joshua Garcia

The safety and reliability of Automated Driving Systems (ADS) are paramount, necessitating rigorous testing methodologies to uncover potential failures before deployment. Traditional testing approaches often prioritize either natural…

Real-time detection and mitigation of technical anomalies are critical for large-scale cloud-native services, where even minutes of downtime can result in massive financial losses and diminished user trust. While customer incidents serve as…

Computation and Language · Computer Science 2026-05-25 Jun Wang , Ziyin Zhang , Rui Wang , Hang Yu , Peng Di , Rui Wang

Edge computing has been an efficient way to provide prompt and near-data computing services for resource-and-delay sensitive IoT applications via computation offloading. Effective computation offloading strategies need to comprehensively…

Networking and Internet Architecture · Computer Science 2021-09-24 Sheng Yue , Ju Ren , Nan Qiao , Yongmin Zhang , Hongbo Jiang , Yaoxue Zhang , Yuanyuan Yang

Incident management is essential to maintain the reliability and availability of cloud computing services. Cloud vendors typically disclose incident reports to the public, summarizing the failures and recovery process to help minimize their…

Performance · Computer Science 2026-03-18 Xiaoyu Chu , Shashikant Ilager , Yizhen Zang , Sacheendra Talluri , Alexandru Iosup

Open-source cyber threat intelligence (OSCTI) has become essential for keeping up with the rapidly changing threat landscape. However, current OSCTI gathering and management solutions mainly focus on structured Indicators of Compromise…

Cryptography and Security · Computer Science 2024-11-01 Peng Gao , Xiaoyuan Liu , Edward Choi , Sibo Ma , Xinyu Yang , Dawn Song

Large-scale web applications are widely deployed with complex third-party components, inheriting security risks arising from component vulnerabilities. Security assessment is therefore required to determine whether such known…

Cryptography and Security · Computer Science 2026-04-02 Ruozhao Yang , Mingfei Cheng , Gelei Deng , Junjie Wang , Tianwei Zhang , Xiaofei Xie

To remain aware of the fast-evolving cyber threat landscape, open-source Cyber Threat Intelligence (OSCTI) has received growing attention from the community. Commonly, knowledge about threats is presented in a vast number of OSCTI reports.…

Cryptography and Security · Computer Science 2021-03-02 Peng Gao , Xiaoyuan Liu , Edward Choi , Bhavna Soman , Chinmaya Mishra , Kate Farris , Dawn Song
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