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Hawilo, A. Shami, M. Mirahmadi, and R. Asal, \u201cNfv: state of the art, challenges, and implementation in next generation mobile networks (vepc),\u201d IEEE Netw., vol.28, no.6, pp.18-26, 2014. 10.1109\/mnet.2014.6963800","DOI":"10.1109\/MNET.2014.6963800"},{"key":"2","doi-asserted-by":"publisher","unstructured":"[2] C. Mei, J. Liu, J. Li, L. Zhang, and M. Shao, \u201c5g network slices embedding with sharable virtual network functions,\u201d Journal of Communications and Networks, vol.22, no.5, pp.415-427, 2020. 10.1109\/jcn.2020.000026","DOI":"10.1109\/JCN.2020.000026"},{"key":"3","doi-asserted-by":"publisher","unstructured":"[3] P. Quinn and J. Guichard, \u201cService function chaining: Creating a service plane via network service headers,\u201d Computer, vol.47, no.11, pp.38-44, 2014. 10.1109\/mc.2014.328","DOI":"10.1109\/MC.2014.328"},{"key":"4","doi-asserted-by":"publisher","unstructured":"[4] D.M. Manias and A. Shami, \u201cThe need for advanced intelligence in nfv management and orchestration,\u201d IEEE Netw., vol.35, no.1, pp.365-371, 2021. 10.1109\/mnet.011.2000373","DOI":"10.1109\/MNET.011.2000373"},{"key":"5","doi-asserted-by":"crossref","unstructured":"[5] H. Song, F. Qin, P. Martinez-Julia, L. Ciavaglia, and A. Wang, \u201cNetwork Telemetry Framework,\u201d Internet-Draft draft-ietf-opsawg-ntf-13, Internet Engineering Task Force, 2021. Work in progress.","DOI":"10.17487\/RFC9232"},{"key":"6","unstructured":"[6] C. Kim, A. Sivaraman, N. Katta, A. Bas, A. Dixit, and L.J. Wobker, \u201cIn-band network telemetry via programmable dataplanes,\u201d ACM SIGCOMM Symposium on SDN Research (SOSR), 2015."},{"key":"7","doi-asserted-by":"crossref","unstructured":"[7] V.T. Nguyen, H. Jonghwan, and H.J. Won-Ki, \u201cTowards onos-based sdn monitoring using in-band network telemetry,\u201d 2017 19th Asia-Pacific Network Operations and Management Symposium (APNOMS), pp.76-81, 2017.","DOI":"10.1109\/APNOMS.2017.8094182"},{"key":"8","doi-asserted-by":"crossref","unstructured":"[8] A. Sgambelluri, A. Giorgetti, F. Paolucci, P. Castoldi, and F.Cugini, \u201cOpen source implementation of openconfig telemetry-enabled netconf agent,\u201d 2019 21st International Conference on Transparent Optical Networks (ICTON), pp.1-4, 2019. 10.1109\/icton.2019.8840320","DOI":"10.1109\/ICTON.2019.8840320"},{"key":"9","doi-asserted-by":"publisher","unstructured":"[9] A. Karaagac, E. De Poorter, and J. Hoebeke, \u201cIn-band network telemetry in industrial wireless sensor networks,\u201d IEEE Transactions on Network and Service Management, vol.17, no.1, pp.517-531, 2020. 10.1109\/tnsm.2019.2949509","DOI":"10.1109\/TNSM.2019.2949509"},{"key":"10","doi-asserted-by":"crossref","unstructured":"[10] B. Lantz, B. Heller, and N. McKeown, \u201cA network in a laptop: Rapid prototyping for software-defined networks,\u201d Proc. 9th ACM SIGCOMM Workshop on Hot Topics in Networks, New York, NY, USA, Association for Computing Machinery, 2010. 10.1145\/1868447.1868466","DOI":"10.1145\/1868447.1868466"},{"key":"11","doi-asserted-by":"crossref","unstructured":"[11] C. Hood and C. Ji, \u201cProactive network fault detection,\u201d Proc.INFOCOM '97, vol.3, pp.1147-1155, 1997. 10.1109\/infcom.1997.631137","DOI":"10.1109\/24.664004"},{"key":"12","doi-asserted-by":"crossref","unstructured":"[12] C. Sauvanaud, K. Lazri, M. Ka\u00e2niche, and K. Kanoun, \u201cAnomaly detection and root cause localization in virtual network functions,\u201d 2016 IEEE 27th International Symposium on Software Reliability Engineering (ISSRE), pp.196-206, 2016. 10.1109\/issre.2016.32","DOI":"10.1109\/ISSRE.2016.32"},{"key":"13","doi-asserted-by":"crossref","unstructured":"[13] J. Hong, S. Park, J.-H. Yoo, and J.W.-K. Hong, \u201cMachine learning based sla-aware vnf anomaly detection for virtual network management,\u201d 2020 16th International Conference on Network and Service Management (CNSM), pp.1-7, 2020. 10.23919\/cnsm50824.2020.9269100","DOI":"10.23919\/CNSM50824.2020.9269100"},{"key":"14","doi-asserted-by":"crossref","unstructured":"[14] L. Zhang, X. Zhu, S. Zhao, and D. Xu, \u201cA novel virtual network fault diagnosis method based on long short-term memory neural networks,\u201d 2017 IEEE 86th Vehicular Technology Conference (VTC-Fall), pp.1-5, 2017. 10.1109\/vtcfall.2017.8288236","DOI":"10.1109\/VTCFall.2017.8288236"},{"key":"15","doi-asserted-by":"crossref","unstructured":"[15] P.H. Isolani, J. Haxhibeqiri, I. Moerman, J. Hoebeke, J.M. Marquez-Barja, L.Z. Granville, and S. Latr\u00e9, \u201cAn sdn-based framework for slice orchestration using in-band network telemetry in ieee 802.11,\u201d 2020 6th IEEE Conference on Network Softwarization (NetSoft), pp.344-346, 2020. 10.1109\/netsoft48620.2020.9165358","DOI":"10.1109\/NetSoft48620.2020.9165358"},{"key":"16","doi-asserted-by":"crossref","unstructured":"[16] Y. Tang, Y. Wu, G. Cheng, and Z. Xu, \u201cIntelligence enabled sdn fault localization via programmable in-band network telemetry,\u201d 2019 IEEE 20th International Conference on High Performance Switching and Routing (HPSR), pp.1-6, 2019. 10.1109\/hpsr.2019.8808121","DOI":"10.1109\/HPSR.2019.8808121"},{"key":"17","doi-asserted-by":"crossref","unstructured":"[17] C. Jia, T. Pan, Z. Bian, X. Lin, E. Song, C. Xu, T. Huang, and Y. 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