{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T12:22:12Z","timestamp":1783513332965,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":41,"publisher":"ACM","license":[{"start":{"date-parts":[[2026,4,12]],"date-time":"2026-04-12T00:00:00Z","timestamp":1775952000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Key RD Project of Guangdong Province","award":["2020B010164003"],"award-info":[{"award-number":["2020B010164003"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,4,12]]},"DOI":"10.1145\/3786582.3786803","type":"proceedings-article","created":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T11:52:47Z","timestamp":1783511567000},"page":"21-25","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Hypothesize-Then-Verify: Speculative Root Cause Analysis for Microservices with Pathwise Parallelism"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-9500-4489","authenticated-orcid":false,"given":"Lingzhe","family":"Zhang","sequence":"first","affiliation":[{"name":"Peking University, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5946-9829","authenticated-orcid":false,"given":"Tong","family":"Jia","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3344-4543","authenticated-orcid":false,"given":"Yunpeng","family":"Zhai","sequence":"additional","affiliation":[{"name":"Alibaba Group, Shanghai, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-0859-2203","authenticated-orcid":false,"given":"Leyi","family":"Pan","sequence":"additional","affiliation":[{"name":"Tsinghua University, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-4422-6323","authenticated-orcid":false,"given":"Chiming","family":"Duan","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4439-9810","authenticated-orcid":false,"given":"Minghua","family":"He","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1674-0308","authenticated-orcid":false,"given":"Pei","family":"Xiao","sequence":"additional","affiliation":[{"name":"Peking university, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9667-2423","authenticated-orcid":false,"given":"Ying","family":"Li","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,7,8]]},"reference":[{"key":"e_1_3_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00031"},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1145\/3691620.3695475"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"crossref","unstructured":"Xiaoyun Li Pengfei Chen Linxiao Jing Zilong He and Guangba Yu. 2022. SwissLog: Robust anomaly detection and localization for interleaved unstructured logs. IEEE Transactions on Dependable and Secure Computing 20 4 (2022) 2762\u20132780.","DOI":"10.1109\/TDSC.2022.3162857"},{"key":"e_1_3_3_2_5_2","first-page":"1346","volume-title":"2025 IEEE\/ACM 47th International Conference on Software Engineering (ICSE)","author":"Li Yichen","year":"2025","unstructured":"Yichen Li, Yulun Wu, Jinyang Liu, Zhihan Jiang, Zhuangbin Chen, Guangba Yu, and Michael\u00a0R Lyu. 2025. COCA: Generative Root Cause Analysis for Distributed Systems with Code Knowledge. In 2025 IEEE\/ACM 47th International Conference on Software Engineering (ICSE). IEEE, 1346\u20131358."},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1145\/2889160.2889232"},{"key":"e_1_3_3_2_7_2","first-page":"389","volume-title":"2017 IEEE International Conference on Web Services (ICWS)","author":"Lu Siyang","year":"2017","unstructured":"Siyang Lu, BingBing Rao, Xiang Wei, Byungchul Tak, Long Wang, and Liqiang Wang. 2017. Log-based abnormal task detection and root cause analysis for spark. In 2017 IEEE International Conference on Web Services (ICWS). IEEE, 389\u2013396."},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"crossref","unstructured":"Nabor\u00a0C Mendon\u00e7a Pooyan Jamshidi David Garlan and Claus Pahl. 2019. Developing self-adaptive microservice systems: Challenges and directions. IEEE Software 38 2 (2019) 70\u201379.","DOI":"10.1109\/MS.2019.2955937"},{"key":"e_1_3_3_2_9_2","first-page":"422","volume-title":"Companion Proceedings of the ACM on Web Conference 2025","author":"Pei Changhua","year":"2025","unstructured":"Changhua Pei, Zexin Wang, Fengrui Liu, Zeyan Li, Yang Liu, Xiao He, Rong Kang, Tieying Zhang, Jianjun Chen, Jianhui Li, et\u00a0al. 2025. Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis. In Companion Proceedings of the ACM on Web Conference 2025. 422\u2013431."},{"key":"e_1_3_3_2_10_2","unstructured":"Rui Ren. 2025. The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2507.22800 (2025)."},{"key":"e_1_3_3_2_11_2","unstructured":"Devjeet Roy Xuchao Zhang Rashi Bhave Chetan Bansal Pedro Las-Casas Rodrigo Fonseca and Saravan Rajmohan. 2024. Exploring LLM-based Agents for Root Cause Analysis. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2403.04123 (2024)."},{"key":"e_1_3_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1145\/3663529.3663855"},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"crossref","unstructured":"Shiwen Shan Yintong Huo Yuxin Su Yichen Li Dan Li and Zibin Zheng. 2024. Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2404.00640 (2024).","DOI":"10.1145\/3650212.3652106"},{"key":"e_1_3_3_2_14_2","unstructured":"Honghao Shi Longkai Cheng Wenli Wu Yuhang Wang Xuan Liu Shaokai Nie Weixv Wang Xuebin Min Chunlei Men and Yonghua Lin. 2024. Enhancing Cluster Resilience: LLM-agent Based Autonomous Intelligent Cluster Diagnosis System and Evaluation Framework. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2411.05349 (2024)."},{"key":"e_1_3_3_2_15_2","doi-asserted-by":"crossref","unstructured":"Yicheng Sui Yuzhe Zhang Jianjun Sun Ting Xu Shenglin Zhang Zhengdan Li Yongqian Sun Fangrui Guo Junyu Shen Yuzhi Zhang et\u00a0al. 2023. Logkg: Log failure diagnosis through knowledge graph. IEEE Transactions on Services Computing 16 5 (2023) 3493\u20133507.","DOI":"10.1109\/TSC.2023.3293890"},{"key":"e_1_3_3_2_16_2","doi-asserted-by":"crossref","unstructured":"Yongqian Sun Zihan Lin Binpeng Shi Shenglin Zhang Shiyu Ma Pengxiang Jin Zhenyu Zhong Lemeng Pan Yicheng Guo and Dan Pei. 2025. Interpretable failure localization for microservice systems based on graph autoencoder. ACM Transactions on Software Engineering and Methodology 34 2 (2025) 1\u201328.","DOI":"10.1145\/3695999"},{"key":"e_1_3_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1145\/3580305.3599849"},{"key":"e_1_3_3_2_18_2","unstructured":"Qi Wang Xiao Zhang Mingyi Li Yuan Yuan Mengbai Xiao Fuzhen Zhuang and Dongxiao Yu. 2025. TAMO: Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data in Cloud-Native Systems. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2504.20462 (2025)."},{"key":"e_1_3_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3680016"},{"key":"e_1_3_3_2_20_2","doi-asserted-by":"crossref","unstructured":"Muhammad Waseem Peng Liang Mojtaba Shahin Amleto Di\u00a0Salle and Gast\u00f3n M\u00e1rquez. 2021. Design monitoring and testing of microservices systems: The practitioners\u2019 perspective. Journal of Systems and Software 182 (2021) 111061.","DOI":"10.1016\/j.jss.2021.111061"},{"key":"e_1_3_3_2_21_2","first-page":"6049","volume-title":"Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","author":"Xie Zhe","year":"2024","unstructured":"Zhe Xie, Shenglin Zhang, Yitong Geng, Yao Zhang, Minghua Ma, Xiaohui Nie, Zhenhe Yao, Longlong Xu, Yongqian Sun, Wentao Li, et\u00a0al. 2024. Microservice root cause analysis with limited observability through intervention recognition in the latent space. In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 6049\u20136060."},{"key":"e_1_3_3_2_22_2","unstructured":"Zhiqiang Xie Yujia Zheng Lizi Ottens Kun Zhang Christos Kozyrakis and Jonathan Mace. 2024. Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2407.08694 (2024)."},{"key":"e_1_3_3_2_23_2","first-page":"282","volume-title":"2017 IEEE 14th International Conference on e-Business Engineering (ICEBE)","author":"Xu Jingmin","year":"2017","unstructured":"Jingmin Xu, Pengfei Chen, Lin Yang, Fanjing Meng, and Ping Wang. 2017. Logdc: Problem diagnosis for declartively-deployed cloud applications with log. In 2017 IEEE 14th International Conference on e-Business Engineering (ICEBE). IEEE, 282\u2013287."},{"key":"e_1_3_3_2_24_2","doi-asserted-by":"crossref","unstructured":"Qingyang Yu Nengwen Zhao Mingjie Li Zeyan Li Honglin Wang Wenchi Zhang Kaixin Sui and Dan Pei. 2024. A survey on intelligent management of alerts and incidents in IT services. Journal of Network and Computer Applications (2024) 103842.","DOI":"10.1016\/j.jnca.2024.103842"},{"key":"e_1_3_3_2_25_2","unstructured":"Yunpeng Zhai Shuchang Tao Cheng Chen Anni Zou Ziqian Chen Qingxu Fu Shinji Mai Li Yu Jiaji Deng Zouying Cao et\u00a0al. 2025. AgentEvolver: Towards Efficient Self-Evolving Agent System. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2511.10395 (2025)."},{"key":"e_1_3_3_2_26_2","doi-asserted-by":"crossref","first-page":"4256","DOI":"10.1145\/3637528.3671725","volume-title":"Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","author":"Zhang Lingzhe","year":"2024","unstructured":"Lingzhe Zhang, Tong Jia, Mengxi Jia, Ying Li, Yong Yang, and Zhonghai Wu. 2024. Multivariate Log-based Anomaly Detection for Distributed Database. In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 4256\u20134267."},{"key":"e_1_3_3_2_27_2","doi-asserted-by":"crossref","unstructured":"Lingzhe Zhang Tong Jia Mengxi Jia Hongyi Liu Yong Yang Zhonghai Wu and Ying Li. 2024. Towards Close-To-Zero Runtime Collection Overhead: Raft-Based Anomaly Diagnosis on System Faults for Distributed Storage System. IEEE Transactions on Services Computing (2024).","DOI":"10.1109\/TSC.2024.3521675"},{"key":"e_1_3_3_2_28_2","doi-asserted-by":"crossref","unstructured":"Lingzhe Zhang Tong Jia Mengxi Jia Yifan Wu Aiwei Liu Yong Yang Zhonghai Wu Xuming Hu Philip Yu and Ying Li. 2025. A Survey of AIOps in the Era of Large Language Models. Comput. Surveys (2025).","DOI":"10.1145\/3746635"},{"key":"e_1_3_3_2_29_2","first-page":"1","volume-title":"ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","author":"Zhang Lingzhe","year":"2025","unstructured":"Lingzhe Zhang, Tong Jia, Mengxi Jia, Yifan Wu, Hongyi Liu, and Ying Li. 2025. ScalaLog: Scalable Log-Based Failure Diagnosis Using LLM. In ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 1\u20135."},{"key":"e_1_3_3_2_30_2","volume-title":"AAAI 2025 Workshop on Preventing and Detecting LLM Misinformation (PDLM)","author":"Zhang Lingzhe","year":"2025","unstructured":"Lingzhe Zhang, Tong Jia, Mengxi Jia, Yifan Wu, Hongyi Liu, and Ying Li. 2025. XRAGLog: A Resource-Efficient and Context-Aware Log-Based Anomaly Detection Method Using Retrieval-Augmented Generation. In AAAI 2025 Workshop on Preventing and Detecting LLM Misinformation (PDLM)."},{"key":"e_1_3_3_2_31_2","doi-asserted-by":"crossref","unstructured":"Lingzhe Zhang Tong Jia Xinyu Tan Xiangdong Huang Mengxi Jia Hongyi Liu Zhonghai Wu and Ying Li. 2025. E-Log: Fine-Grained Elastic Log-Based Anomaly Detection and Diagnosis for Databases. IEEE Transactions on Services Computing (2025).","DOI":"10.1109\/TSC.2025.3594870"},{"key":"e_1_3_3_2_32_2","unstructured":"Lingzhe Zhang Tong Jia Kangjin Wang Weijie Hong Chiming Duan Minghua He and Ying Li. 2025. Adaptive Root Cause Localization for Microservice Systems with Multi-Agent Recursion-of-Thought. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2508.20370 (2025)."},{"key":"e_1_3_3_2_33_2","doi-asserted-by":"crossref","first-page":"538","DOI":"10.1145\/3674805.3695403","volume-title":"Proceedings of the 18th ACM\/IEEE International Symposium on Empirical Software Engineering and Measurement","author":"Zhang Lingzhe","year":"2024","unstructured":"Lingzhe Zhang, Tong Jia, Kangjin Wang, Mengxi Jia, Yong Yang, and Ying Li. 2024. Reducing events to augment log-based anomaly detection models: An empirical study. In Proceedings of the 18th ACM\/IEEE International Symposium on Empirical Software Engineering and Measurement. 538\u2013548."},{"key":"e_1_3_3_2_34_2","unstructured":"Lingzhe Zhang Yunpeng Zhai Tong Jia Chiming Duan Minghua He Leyi Pan Zhaoyang Liu Bolin Ding and Ying Li. 2025. MicroRemed: Benchmarking LLMs in Microservices Remediation. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2511.01166 (2025)."},{"key":"e_1_3_3_2_35_2","doi-asserted-by":"crossref","unstructured":"Lingzhe Zhang Yunpeng Zhai Tong Jia Chiming Duan Siyu Yu Jinyang Gao Bolin Ding Zhonghai Wu and Ying Li. 2025. ThinkFL: Self-Refining Failure Localization for Microservice Systems via Reinforcement Fine-Tuning. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2504.18776 (2025).","DOI":"10.1145\/3789262"},{"key":"e_1_3_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1145\/3696630.3728492"},{"key":"e_1_3_3_2_37_2","doi-asserted-by":"crossref","unstructured":"Ling-Zhe Zhang Xiang-Dong Huang Yan-Kai Wang Jia-Lin Qiao Shao-Xu Song and Jian-Min Wang. 2024. Time-tired compaction: An elastic compaction scheme for LSM-tree based time-series database. Advanced Engineering Informatics 59 (2024) 102224.","DOI":"10.1016\/j.aei.2023.102224"},{"key":"e_1_3_3_2_38_2","unstructured":"Shenglin Zhang Sibo Xia Wenzhao Fan Binpeng Shi Xiao Xiong Zhenyu Zhong Minghua Ma Yongqian Sun and Dan Pei. 2024. Failure diagnosis in microservice systems: A comprehensive survey and analysis. ACM Transactions on Software Engineering and Methodology (2024)."},{"key":"e_1_3_3_2_39_2","doi-asserted-by":"crossref","first-page":"4017","DOI":"10.18653\/v1\/2024.findings-emnlp.232","volume-title":"Findings of the Association for Computational Linguistics: EMNLP 2024","author":"Zhang Wei","year":"2024","unstructured":"Wei Zhang, Hongcheng Guo, Jian Yang, Zhoujin Tian, Yi Zhang, Yan Chaoran, Zhoujun Li, Tongliang Li, Xu Shi, Liangfan Zheng, et\u00a0al. 2024. mABC: Multi-Agent Blockchain-inspired Collaboration for Root Cause Analysis in Micro-Services Architecture. In Findings of the Association for Computational Linguistics: EMNLP 2024. 4017\u20134033."},{"key":"e_1_3_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1145\/3663529.3663846"},{"key":"e_1_3_3_2_41_2","doi-asserted-by":"publisher","DOI":"10.1145\/3468264.3473919"},{"key":"e_1_3_3_2_42_2","doi-asserted-by":"crossref","unstructured":"Zhouruixing Zhu Cheryl Lee Xiaoying Tang and Pinjia He. 2024. HeMiRCA: Fine-grained root cause analysis for microservices with heterogeneous data sources. ACM Transactions on Software Engineering and Methodology 33 8 (2024) 1\u201325.","DOI":"10.1145\/3674726"}],"event":{"name":"ICSE-NIER '26: 2026 IEEE\/ACM 48th International Conference on Software Engineering","location":"Rio de Janeiro Brazil","acronym":"ICSE-NIER '26","sponsor":["SIGSOFT ACM Special Interest Group on Software Engineering"]},"container-title":["Proceedings of the IEEE\/ACM 48th International Conference on Software Engineering"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3786582.3786803","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T11:54:05Z","timestamp":1783511645000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3786582.3786803"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,12]]},"references-count":41,"alternative-id":["10.1145\/3786582.3786803","10.1145\/3786582"],"URL":"https:\/\/doi.org\/10.1145\/3786582.3786803","relation":{},"subject":[],"published":{"date-parts":[[2026,4,12]]},"assertion":[{"value":"2026-07-08","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}