{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:13:45Z","timestamp":1781673225821,"version":"3.54.5"},"publisher-location":"New York, NY, USA","reference-count":26,"publisher":"ACM","funder":[{"DOI":"10.13039\/501100006374","name":"China Scholarship Council","doi-asserted-by":"publisher","award":["202306070030"],"award-info":[{"award-number":["202306070030"]}],"id":[{"id":"10.13039\/501100006374","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,9,8]]},"DOI":"10.1145\/3748496.3748990","type":"proceedings-article","created":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T13:21:07Z","timestamp":1755696067000},"page":"1-3","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Towards a Playground to Democratize Experimentation and Benchmarking of AI Agents for Network Troubleshooting"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1989-3067","authenticated-orcid":false,"given":"Zhihao","family":"Wang","sequence":"first","affiliation":[{"name":"UESTC"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4734-3321","authenticated-orcid":false,"given":"Alessandro","family":"Cornacchia","sequence":"additional","affiliation":[{"name":"KAUST"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2264-7318","authenticated-orcid":false,"given":"Franco","family":"Galante","sequence":"additional","affiliation":[{"name":"Politecnico di Torino"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0903-9804","authenticated-orcid":false,"given":"Carlo","family":"Centofanti","sequence":"additional","affiliation":[{"name":"University of L'Aquila"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2835-5455","authenticated-orcid":false,"given":"Alessio","family":"Sacco","sequence":"additional","affiliation":[{"name":"Politecnico di Torino"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0284-5624","authenticated-orcid":false,"given":"Dingde","family":"Jiang","sequence":"additional","affiliation":[{"name":"UESTC"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,9,8]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"LLNet: An Intent-Driven Approach to Instructing Softwarized Network Devices Using a Small Language Model","author":"Angi Antonino","year":"2025","unstructured":"Antonino Angi, Alessio Sacco, and Guido Marchetto. 2025. LLNet: An Intent-Driven Approach to Instructing Softwarized Network Devices Using a Small Language Model. IEEE Trans. Netw. Serv. Manag. (2025)."},{"key":"e_1_3_2_1_2_1","volume-title":"NetLLMBench: A Benchmark Framework for Large Language Models in Network Configuration Tasks. In 2024 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN'24)","author":"Aykurt Kaan","year":"2024","unstructured":"Kaan Aykurt, Andreas Blenk, and Wolfgang Kellerer. 2024. NetLLMBench: A Benchmark Framework for Large Language Models in Network Configuration Tasks. In 2024 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN'24). 1--6."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/NOMS.2018.8406267"},{"key":"e_1_3_2_1_4_1","volume-title":"Chaos Mesh: A Cloud Native Chaos Engineering Platform. https:\/\/chaos-mesh.org Accessed: 2025-05-30.","author":"Computing Foundation Cloud Native","year":"2025","unstructured":"Cloud Native Computing Foundation. 2025. Chaos Mesh: A Cloud Native Chaos Engineering Platform. https:\/\/chaos-mesh.org Accessed: 2025-05-30."},{"key":"e_1_3_2_1_5_1","volume-title":"Buffer-based End-to-end Request Event Monitoring in the Cloud. In 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22)","author":"Gao Kaihui","year":"2022","unstructured":"Kaihui Gao, Chen Sun, Shuai Wang, Dan Li, Yu Zhou, Hongqiang Harry Liu, Lingjun Zhu, and Ming Zhang. 2022. Buffer-based End-to-end Request Event Monitoring in the Cloud. In 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22). USENIX Association, 829--843."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3651890.3672225"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/WCNC61545.2025.10978505"},{"key":"e_1_3_2_1_8_1","volume-title":"Proceedings of the 41st International Conference on Machine Learning (ICML'24)","author":"Jain Naman","year":"2024","unstructured":"Naman Jain, Manish Shetty, Tianjun Zhang, King Han, Koushik Sen, and Ion Stoica. 2024. R2E: turning any GitHub repository into a programming agent environment. In Proceedings of the 41st International Conference on Machine Learning (ICML'24). JMLR.org, 21196--21224."},{"key":"e_1_3_2_1_9_1","unstructured":"LangFuse. 2025. Open Source LLM Engineering Platform. https:\/\/langfuse.com. Accessed: 2025-07-01."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3603269.3604827"},{"key":"e_1_3_2_1_11_1","unstructured":"LangSmith. 2025. Ship agents with confidence. https:\/\/www.langchain.com\/langsmith. Accessed: 2025-07-01."},{"key":"e_1_3_2_1_12_1","unstructured":"Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao Zhen Tan Amrita Bhattacharjee Yuxuan Jiang Canyu Chen Tianhao Wu Kai Shu Lu Cheng and Huan Liu. 2025. From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge. arXiv:2411.16594 [cs.AI] https:\/\/arxiv.org\/abs\/2411.16594"},{"key":"e_1_3_2_1_13_1","unstructured":"Yuanpeng Li Zhen Xu Zongwei Lv Yannan Hu Yong Cui and Tong Yang. 2025. LLM-Sketch: Enhancing Network Sketches with LLM. arXiv:2502.07495"},{"key":"e_1_3_2_1_14_1","unstructured":"Model Context Protocol Project. 2025. Model Context Protocol: Introduction. https:\/\/modelcontextprotocol.io\/introduction. Accessed: 2025-05-31."},{"key":"e_1_3_2_1_15_1","unstructured":"Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi and Adrian Munteanu. 2025. Strada-LLM: Graph LLM for traffic prediction. arXiv:2410.20856"},{"key":"e_1_3_2_1_16_1","volume-title":"Sketchovsky: Enabling Ensembles of Sketches on Programmable Switches. In 20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23)","author":"Namkung Hun","year":"2023","unstructured":"Hun Namkung, Zaoxing Liu, Daehyeok Kim, Vyas Sekar, and Peter Steenkiste. 2023. Sketchovsky: Enabling Ensembles of Sketches on Programmable Switches. In 20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23). USENIX Association, 1273--1292."},{"key":"e_1_3_2_1_17_1","unstructured":"P4.org. 2020. P4 In-band Network Telemetry (INT) Specification. https:\/\/p4.org\/p4-spec\/docs\/INT_v2_1.pdf. Accessed: 2025-05-30."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/NFV-SDN.2016.7919490"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3698038.3698525"},{"key":"e_1_3_2_1_20_1","volume-title":"Containerlab: Container-Based Networking Labs. https:\/\/containerlab.dev\/. Accessed: 2025-05-30.","year":"2020","unstructured":"SRL-Labs. 2020. Containerlab: Container-Based Networking Labs. https:\/\/containerlab.dev\/. Accessed: 2025-05-30."},{"key":"e_1_3_2_1_21_1","volume-title":"Mininet: An Instant Virtual Network on your Laptop (or other PC). https:\/\/mininet.org\/. Accessed: 2025-05-30.","author":"Team Mininet","year":"2011","unstructured":"Mininet Team. 2011. Mininet: An Instant Virtual Network on your Laptop (or other PC). https:\/\/mininet.org\/. Accessed: 2025-05-30."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3656296"},{"key":"e_1_3_2_1_23_1","volume-title":"21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24)","author":"Wang Haopei","year":"2024","unstructured":"Haopei Wang, Anubhavnidhi Abhashkumar, Changyu Lin, Tianrong Zhang, Xiaoming Gu, Ning Ma, Chang Wu, Songlin Liu, Wei Zhou, Yongbin Dong, et al. 2024. NetAssistant: Dialogue based network diagnosis in data center networks. In 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24). 2011--2024."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3680016"},{"key":"e_1_3_2_1_25_1","volume-title":"Proceedings of the 11th International Conference on Learning Representations (ICLR'23)","author":"Yao Shunyu","year":"2023","unstructured":"Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao. 2023. ReAct: Synergizing Reasoning and Acting in Language Models. In Proceedings of the 11th International Conference on Learning Representations (ICLR'23)."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3387514.3406214"}],"event":{"name":"SIGCOMM '25: ACM SIGCOMM 2025 Conference","location":"Coimbra Portugal","acronym":"SIGCOMM '25","sponsor":["SIGCOMM ACM Special Interest Group on Data Communication"]},"container-title":["Proceedings of the 1st Workshop on Next-Generation Network Observability"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3748496.3748990","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T14:11:16Z","timestamp":1760019076000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3748496.3748990"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,8]]},"references-count":26,"alternative-id":["10.1145\/3748496.3748990","10.1145\/3748496"],"URL":"https:\/\/doi.org\/10.1145\/3748496.3748990","relation":{},"subject":[],"published":{"date-parts":[[2025,9,8]]},"assertion":[{"value":"2025-09-08","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}