{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T22:27:44Z","timestamp":1770071264252,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":69,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,10,8]],"date-time":"2024-10-08T00:00:00Z","timestamp":1728345600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,10,8]]},"DOI":"10.1145\/3703412.3703436","type":"proceedings-article","created":{"date-parts":[[2025,3,5]],"date-time":"2025-03-05T11:49:51Z","timestamp":1741175391000},"page":"1-8","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Towards AI\/ML-Driven Network Traffic Engineering"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3013-0941","authenticated-orcid":false,"given":"Quazi Mishkatul","family":"Alam","sequence":"first","affiliation":[{"name":"Amazon Web Services, Seattle, WA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-1766-8398","authenticated-orcid":false,"given":"Vinay","family":"Kolar","sequence":"additional","affiliation":[{"name":"Amazon Web Services, San Jose, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-1515-8964","authenticated-orcid":false,"given":"Marina","family":"Thottan","sequence":"additional","affiliation":[{"name":"Amazon Web Services, New York, NY, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,3,5]]},"reference":[{"key":"e_1_3_3_1_2_2","first-page":"175","volume-title":"18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21)","author":"Abuzaid Firas","year":"2021","unstructured":"Firas Abuzaid, Srikanth Kandula, Behnaz Arzani, Ishai Menache, Matei Zaharia, and Peter Bailis. 2021. Contracting wide-area network topologies to solve flow problems quickly. In 18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21). 175\u2013200."},{"key":"e_1_3_3_1_3_2","doi-asserted-by":"publisher","unstructured":"Ijaz Ahmad Shariar Shahabuddin Hassan Malik Erkki Harjula Teemu Lepp\u00e4nen Lauri Lov\u00e9n Antti Anttonen Ali\u00a0Hassan Sodhro Muhammad Mahtab\u00a0Alam Markku Juntti Antti Yl\u00e4-J\u00e4\u00e4ski Thilo Sauter Andrei Gurtov Mika Ylianttila and Jukka Riekki. 2020. Machine Learning Meets Communication Networks: Current Trends and Future Challenges. IEEE Access 8 (2020) 223418\u2013223460. 10.1109\/ACCESS.2020.3041765","DOI":"10.1109\/ACCESS.2020.3041765"},{"key":"e_1_3_3_1_4_2","volume-title":"Network flows: theory, algorithms, and applications","author":"Ahuja Ravindra\u00a0K.","year":"1993","unstructured":"Ravindra\u00a0K. Ahuja, Thomas\u00a0L. Magnanti, and James\u00a0B. Orlin. 1993. Network flows: theory, algorithms, and applications. Prentice-Hall, Inc., USA."},{"key":"e_1_3_3_1_5_2","doi-asserted-by":"publisher","unstructured":"Mohammed\u00a0Ali Al-Garadi Amr Mohamed Abdulla\u00a0Khalid Al-Ali Xiaojiang Du Ihsan Ali and Mohsen Guizani. 2020. A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security. IEEE Communications Surveys & Tutorials 22 3 (2020) 1646\u20131685. 10.1109\/COMST.2020.2988293","DOI":"10.1109\/COMST.2020.2988293"},{"key":"e_1_3_3_1_6_2","doi-asserted-by":"publisher","DOI":"10.1109\/HPSR52026.2021.9481864"},{"key":"e_1_3_3_1_7_2","volume-title":"AWS Global Infrastructure","author":"Service Amazon Web","year":"2024","unstructured":"Amazon Web Service. 2024. AWS Global Infrastructure. https:\/\/aws.amazon.com\/about-aws\/global-infrastructure\/"},{"key":"e_1_3_3_1_8_2","doi-asserted-by":"publisher","unstructured":"Alia Atlas George Swallow and Ping Pan. 2005. Fast Reroute Extensions to RSVP-TE for LSP Tunnels. RFC 4090. 10.17487\/RFC4090","DOI":"10.17487\/RFC4090"},{"key":"e_1_3_3_1_9_2","doi-asserted-by":"crossref","unstructured":"Daniel\u00a0O Awduche. 1999. MPLS and traffic engineering in IP networks. IEEE communications Magazine 37 12 (1999) 42\u201347.","DOI":"10.1109\/35.809383"},{"key":"e_1_3_3_1_10_2","doi-asserted-by":"publisher","unstructured":"Daniel\u00a0O. Awduche Lou Berger Der-Hwa Gan Tony Li Dr.\u00a0Vijay Srinivasan and George Swallow. 2001. RSVP-TE: Extensions to RSVP for LSP Tunnels. RFC 3209. 10.17487\/RFC3209","DOI":"10.17487\/RFC3209"},{"key":"e_1_3_3_1_11_2","doi-asserted-by":"publisher","DOI":"10.1145\/3576915.3623075"},{"key":"e_1_3_3_1_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/HPSR.2003.1226705"},{"key":"e_1_3_3_1_13_2","doi-asserted-by":"crossref","unstructured":"Francois Blanchy Laurent M\u00e9lon and Guy Leduc. 2003. A preemption-aware on-line routing algorithm for MPLS networks. Telecommunication Systems 24 (2003) 187\u2013206.","DOI":"10.1023\/A:1026166813657"},{"key":"e_1_3_3_1_14_2","doi-asserted-by":"publisher","DOI":"10.1145\/3341302.3342069"},{"key":"e_1_3_3_1_15_2","doi-asserted-by":"crossref","unstructured":"Raouf Boutaba Wayne Szeto and Youssef Iraqi. 2002. DORA: Efficient routing for MPLS traffic engineering. Journal of Network and Systems Management 10 (2002) 309\u2013325.","DOI":"10.1023\/A:1019810526535"},{"key":"e_1_3_3_1_16_2","volume-title":"The CAIDA UCSD AS Relationships","year":"2024","unstructured":"CAIDA. 2024. The CAIDA UCSD AS Relationships. https:\/\/www.caida.org\/catalog\/datasets\/as-relationships\/"},{"key":"e_1_3_3_1_17_2","doi-asserted-by":"crossref","unstructured":"Yiyang Chang Chuan Jiang Ashish Chandra Sanjay Rao and Mohit Tawarmalani. 2019. Lancet: Better network resilience by designing for pruned failure sets. Proceedings of the ACM on Measurement and Analysis of Computing Systems 3 3 (2019) 1\u201326.","DOI":"10.1145\/3366697"},{"key":"e_1_3_3_1_18_2","doi-asserted-by":"publisher","unstructured":"Mung Chiang Steven\u00a0H. Low A.\u00a0Robert Calderbank and John\u00a0C. Doyle. 2007. Layering as Optimization Decomposition: A Mathematical Theory of Network Architectures. Proc. IEEE 95 1 (2007) 255\u2013312. 10.1109\/JPROC.2006.887322","DOI":"10.1109\/JPROC.2006.887322"},{"key":"e_1_3_3_1_19_2","volume-title":"CVX","author":"Inc. CVX Research,","year":"2024","unstructured":"CVX Research, Inc.2024. CVX. https:\/\/cvxr.com\/"},{"key":"e_1_3_3_1_20_2","doi-asserted-by":"publisher","unstructured":"Sukrit Dasgupta Jaudelice\u00a0C. De\u00a0Oliveira and Jean-Philippe Vasseur. 2007. Path-Computation-Element-Based Architecture for Interdomain MPLS\/GMPLS Traffic Engineering: Overview and Performance. IEEE Network 21 4 (2007) 38\u201345. 10.1109\/MNET.2007.386468","DOI":"10.1109\/MNET.2007.386468"},{"key":"e_1_3_3_1_21_2","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2002.1189020"},{"key":"e_1_3_3_1_22_2","doi-asserted-by":"crossref","unstructured":"Jaudelice\u00a0Cavalcante de Oliveira Caterina Scoglio Ian\u00a0F Akyildiz and George Uhl. 2004. New preemption policies for DiffServ-aware traffic engineering to minimize rerouting in MPLS networks. IEEE\/ACM transactions on networking 12 4 (2004) 733\u2013745.","DOI":"10.1109\/TNET.2004.833156"},{"key":"e_1_3_3_1_23_2","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2001.916625"},{"key":"e_1_3_3_1_24_2","doi-asserted-by":"publisher","unstructured":"Yingya Guo Yulong Ma Huan Luo and Jianping Wu. 2022. Traffic Engineering in a Shared Inter-DC WAN via Deep Reinforcement Learning. IEEE Transactions on Network Science and Engineering 9 4 (2022) 2870\u20132881. 10.1109\/TNSE.2022.3172283","DOI":"10.1109\/TNSE.2022.3172283"},{"key":"e_1_3_3_1_25_2","volume-title":"Gurobi solver","year":"2024","unstructured":"Gurobi. 2024. Gurobi solver. https:\/\/www.gurobi.com\/"},{"key":"e_1_3_3_1_26_2","volume-title":"AWS re:Invent 2016: Tuesday Night Live with James Hamilton","author":"Hamilton James","year":"2016","unstructured":"James Hamilton. 2016. AWS re:Invent 2016: Tuesday Night Live with James Hamilton. https:\/\/www.youtube.com\/watch?v=AyOAjFNPAbA"},{"key":"e_1_3_3_1_27_2","volume-title":"Proceedings of GridNet","author":"Hegde Sanjay","year":"2004","unstructured":"Sanjay Hegde, David Lapsley, Bartek Wydrowski, Jan Lindheim, David Wei, Cheng Jin, Steven Low, and Harvey Newman. 2004. FAST TCP in High-Speed Networks: An Experimental Study. In Proceedings of GridNet."},{"key":"e_1_3_3_1_28_2","doi-asserted-by":"publisher","unstructured":"Sepp Hochreiter and J\u00fcrgen Schmidhuber. 1997. Long Short-Term Memory. Neural Computation 9 8 (1997) 1735\u20131780. 10.1162\/neco.1997.9.8.1735","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_3_1_29_2","doi-asserted-by":"publisher","DOI":"10.1145\/2486001.2486012"},{"key":"e_1_3_3_1_30_2","doi-asserted-by":"publisher","DOI":"10.1145\/3230543.3230545"},{"key":"e_1_3_3_1_31_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS51616.2021.00056"},{"key":"e_1_3_3_1_32_2","volume-title":"CPLEX","year":"2024","unstructured":"IBM. 2024. CPLEX. https:\/\/www.ibm.com\/products\/ilog-cplex-optimization-studio"},{"key":"e_1_3_3_1_33_2","doi-asserted-by":"publisher","DOI":"10.1145\/2934872.2934893"},{"key":"e_1_3_3_1_34_2","doi-asserted-by":"publisher","unstructured":"Weiwei Jiang. 2022. Graph-based deep learning for communication networks: A survey. Computer Communications 185 (2022) 40\u201354. 10.1016\/j.comcom.2021.12.015","DOI":"10.1016\/j.comcom.2021.12.015"},{"key":"e_1_3_3_1_35_2","doi-asserted-by":"publisher","DOI":"10.1145\/2934872.2934904"},{"key":"e_1_3_3_1_36_2","doi-asserted-by":"crossref","unstructured":"Srikanth Kandula Dina Katabi Bruce Davie and Anna Charny. 2005. Walking the tightrope: Responsive yet stable traffic engineering. ACM SIGCOMM Computer Communication Review 35 4 (2005) 253\u2013264.","DOI":"10.1145\/1090191.1080122"},{"key":"e_1_3_3_1_37_2","doi-asserted-by":"publisher","DOI":"10.1145\/2619239.2626336"},{"key":"e_1_3_3_1_38_2","doi-asserted-by":"crossref","unstructured":"Koushik Kar Murali Kodialam and T\u00a0VIEEE Lakshman. 2000. Minimum interference routing of bandwidth guaranteed tunnels with MPLS traffic engineering applications. IEEE Journal on selected areas in communications 18 12 (2000) 2566\u20132579.","DOI":"10.1109\/49.898737"},{"key":"e_1_3_3_1_39_2","doi-asserted-by":"crossref","unstructured":"F.\u00a0P. Kelly A.\u00a0K. Maulloo and D.\u00a0K.\u00a0H. Tan. 1998. Rate Control for Communication Networks: Shadow Prices Proportional Fairness and Stability. The Journal of the Operational Research Society 49 3 (1998) 237\u2013252. http:\/\/www.jstor.org\/stable\/3010473","DOI":"10.1057\/palgrave.jors.2600523"},{"key":"e_1_3_3_1_40_2","doi-asserted-by":"publisher","unstructured":"Hyojoon Kim and Nick Feamster. 2013. Improving network management with software defined networking. IEEE Communications Magazine 51 2 (2013) 114\u2013119. 10.1109\/MCOM.2013.6461195","DOI":"10.1109\/MCOM.2013.6461195"},{"key":"e_1_3_3_1_41_2","first-page":"325","volume-title":"19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22)","author":"Krishnaswamy Umesh","year":"2022","unstructured":"Umesh Krishnaswamy, Rachee Singh, Nikolaj Bj\u00f8rner, and Himanshu Raj. 2022. Decentralized cloud wide-area network traffic engineering with { BLASTSHIELD}. In 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22). 325\u2013338."},{"key":"e_1_3_3_1_42_2","first-page":"157","volume-title":"15th USENIX Symposium on Networked Systems Design and Implementation (NSDI 18)","author":"Kumar Praveen","year":"2018","unstructured":"Praveen Kumar, Yang Yuan, Chris Yu, Nate Foster, Robert Kleinberg, Petr Lapukhov, Chiun\u00a0Lin Lim, and Robert Soul\u00e9. 2018. { Semi-oblivious} traffic engineering: The road not taken. In 15th USENIX Symposium on Networked Systems Design and Implementation (NSDI 18). 157\u2013170."},{"key":"e_1_3_3_1_43_2","doi-asserted-by":"publisher","unstructured":"Jia Li Zhichao Han Hong Cheng Jiao Su Pengyun Wang Jianfeng Zhang and Lujia Pan. 2019. Predicting Path Failure In Time-Evolving Graphs(KDD \u201919). Association for Computing Machinery New York NY USA 1279\u20131289. 10.1145\/3292500.3330847","DOI":"10.1145\/3292500.3330847"},{"key":"e_1_3_3_1_44_2","doi-asserted-by":"publisher","DOI":"10.1145\/2619239.2626314"},{"key":"e_1_3_3_1_45_2","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-800737-2.00009-0"},{"key":"e_1_3_3_1_46_2","volume-title":"MOSEK","year":"2024","unstructured":"Mosek. 2024. MOSEK. https:\/\/www.mosek.com\/"},{"key":"e_1_3_3_1_47_2","doi-asserted-by":"publisher","unstructured":"D.P. Palomar and Mung Chiang. 2006. A tutorial on decomposition methods for network utility maximization. IEEE Journal on Selected Areas in Communications 24 8 (2006) 1439\u20131451. 10.1109\/JSAC.2006.879350","DOI":"10.1109\/JSAC.2006.879350"},{"key":"e_1_3_3_1_48_2","doi-asserted-by":"publisher","DOI":"10.1145\/2068816.2068859"},{"key":"e_1_3_3_1_49_2","first-page":"1557","volume-title":"20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23)","author":"Perry Yarin","year":"2023","unstructured":"Yarin Perry, Felipe\u00a0Vieira Frujeri, Chaim Hoch, Srikanth Kandula, Ishai Menache, Michael Schapira, and Aviv Tamar. 2023. { DOTE} : Rethinking (Predictive){ WAN} Traffic Engineering. In 20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23). 1557\u20131581."},{"key":"e_1_3_3_1_50_2","doi-asserted-by":"publisher","unstructured":"Yibo Pi Sugih Jamin Peter Danzig and Feng Qian. 2020. Latency Imbalance Among Internet Load-Balanced Paths: A Cloud-Centric View. Proc. ACM Meas. Anal. Comput. Syst. 4 2 Article 32 (jun 2020) 29\u00a0pages. 10.1145\/3392150","DOI":"10.1145\/3392150"},{"key":"e_1_3_3_1_51_2","doi-asserted-by":"publisher","DOI":"10.1109\/COMSNETS59351.2024.10426959"},{"key":"e_1_3_3_1_52_2","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2000.832264"},{"key":"e_1_3_3_1_53_2","doi-asserted-by":"crossref","unstructured":"Caterina Scoglio Tricha Anjali Jaudelice\u00a0Cavalcante de Oliveira Ian\u00a0F Akyildiz and G UhI. 2004. TEAM: A traffic engineering automated manager for DiffServ-based MPLS networks. IEEE Communications Magazine 42 10 (2004) 134\u2013145.","DOI":"10.1109\/MCOM.2004.1341272"},{"key":"e_1_3_3_1_54_2","doi-asserted-by":"publisher","unstructured":"Kamran Shaukat Suhuai Luo Vijay Varadharajan Ibrahim\u00a0A. Hameed and Min Xu. 2020. A Survey on Machine Learning Techniques for Cyber Security in the Last Decade. IEEE Access 8 (2020) 222310\u2013222354. 10.1109\/ACCESS.2020.3041951","DOI":"10.1109\/ACCESS.2020.3041951"},{"key":"e_1_3_3_1_55_2","doi-asserted-by":"publisher","DOI":"10.1145\/3452296.3472895"},{"key":"e_1_3_3_1_56_2","doi-asserted-by":"publisher","DOI":"10.1145\/3230543.3230570"},{"key":"e_1_3_3_1_57_2","doi-asserted-by":"publisher","DOI":"10.5555\/984116"},{"key":"e_1_3_3_1_58_2","doi-asserted-by":"crossref","unstructured":"Sushant Jain et. al.2013. B4: Experience with a globally-deployed software defined WAN. ACM SIGCOMM Computer Communication Review 43 4 (2013) 3\u201314.","DOI":"10.1145\/2534169.2486019"},{"key":"e_1_3_3_1_59_2","doi-asserted-by":"crossref","unstructured":"Panos Trimintzios Timothy Baug\u00e9 George Pavlou Paris Flegkas and Richard Egan. 2003. Quality of service provisioning through traffic engineering with applicability to IP-based production networks. Computer Communications 26 8 (2003) 845\u2013860.","DOI":"10.1016\/S0140-3664(02)00218-9"},{"key":"e_1_3_3_1_60_2","unstructured":"Panos Trimintzios Leonidas Georgiadis George Pavlou David Griffin Carlos Frederico Marcelo da\u00a0Cunha Cavalcanti Panos Georgatsos and C Jacquenet. 2001. Engineering the multi-service internet: MPLS and IP-based techniques. (2001)."},{"key":"e_1_3_3_1_61_2","first-page":"15","volume-title":"18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21)","author":"Tseng Shih-Hao","year":"2021","unstructured":"Shih-Hao Tseng, Saksham Agarwal, Rachit Agarwal, Hitesh Ballani, and Ao Tang. 2021. { CodedBulk} :{ Inter-Datacenter} Bulk Transfers using Network Coding. In 18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21). 15\u201328."},{"key":"e_1_3_3_1_62_2","doi-asserted-by":"publisher","DOI":"10.1145\/3152434.3152441"},{"key":"e_1_3_3_1_63_2","doi-asserted-by":"publisher","DOI":"10.1145\/1159913.1159926"},{"key":"e_1_3_3_1_64_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCN.1999.805577"},{"key":"e_1_3_3_1_65_2","doi-asserted-by":"publisher","unstructured":"David\u00a0X. Wei Cheng Jin Steven\u00a0H. Low and Sanjay Hegde. 2006. FAST TCP: Motivation Architecture Algorithms Performance. IEEE\/ACM Transactions on Networking 14 6 (2006) 1246\u20131259. 10.1109\/TNET.2006.886335","DOI":"10.1109\/TNET.2006.886335"},{"key":"e_1_3_3_1_66_2","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8485853"},{"key":"e_1_3_3_1_67_2","doi-asserted-by":"publisher","DOI":"10.1145\/3603269.3604857"},{"key":"e_1_3_3_1_68_2","doi-asserted-by":"publisher","unstructured":"Lei Xue Xiaobo Ma Xiapu Luo Edmond W.\u00a0W. Chan Tony T.\u00a0N. Miu and Guofei Gu. 2018. LinkScope: Toward Detecting Target Link Flooding Attacks. IEEE Transactions on Information Forensics and Security 13 10 (2018) 2423\u20132438. 10.1109\/TIFS.2018.2815555","DOI":"10.1109\/TIFS.2018.2815555"},{"key":"e_1_3_3_1_69_2","doi-asserted-by":"publisher","DOI":"10.1145\/3098822.3098854"},{"key":"e_1_3_3_1_70_2","doi-asserted-by":"crossref","unstructured":"Junjie Zhang Minghao Ye Zehua Guo Chen-Yu Yen and H\u00a0Jonathan Chao. 2020. CFR-RL: Traffic engineering with reinforcement learning in SDN. IEEE Journal on Selected Areas in Communications 38 10 (2020) 2249\u20132259.","DOI":"10.1109\/JSAC.2020.3000371"}],"event":{"name":"AIMLSystems 2024: The 4th International Conference on AI-ML Systems","location":"Baton Rouge Louisiana USA","acronym":"AIMLSystems 2024"},"container-title":["Proceedings of the 4th International Conference on AI-ML Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3703412.3703436","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3703412.3703436","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T01:18:07Z","timestamp":1750295887000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3703412.3703436"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,8]]},"references-count":69,"alternative-id":["10.1145\/3703412.3703436","10.1145\/3703412"],"URL":"https:\/\/doi.org\/10.1145\/3703412.3703436","relation":{},"subject":[],"published":{"date-parts":[[2024,10,8]]},"assertion":[{"value":"2025-03-05","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}