{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T01:06:11Z","timestamp":1770339971263,"version":"3.49.0"},"reference-count":34,"publisher":"IEEE","license":[{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,7]]},"DOI":"10.1109\/infocomwkshps50562.2020.9162994","type":"proceedings-article","created":{"date-parts":[[2020,8,10]],"date-time":"2020-08-10T21:55:09Z","timestamp":1597096509000},"page":"430-435","source":"Crossref","is-referenced-by-count":7,"title":["Automated Traffic Engineering in SDWAN: Beyond Reinforcement Learning"],"prefix":"10.1109","author":[{"given":"Libin","family":"Liu","sequence":"first","affiliation":[]},{"given":"Li","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Hong","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Hua","family":"Shao","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref33","year":"2019","journal-title":"On Automatic Differentiation"},{"key":"ref32","article-title":"Backpropagation with Callbacks: Foundations for Efficient and Expressive Differentiable Programming","author":"wang","year":"0","journal-title":"NeurIPS"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-12331-3_3"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/IROS.2012.6386109"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8485853"},{"key":"ref10","author":"karpathy","year":"2015","journal-title":"The unreasonable effectiveness of recurrent neural networks"},{"key":"ref11","author":"kumar","year":"0","journal-title":"Yates' Traffic Demands"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3185467.3185498"},{"key":"ref13","article-title":"Semi-Oblivious Traffic Engineering: The Road Not Taken","author":"kumar","year":"0","journal-title":"USENIX NSDI"},{"key":"ref14","first-page":"222","article-title":"Differentiable monte carlo ray tracing through edge sampling","author":"li","year":"0","journal-title":"SIGGRAPH Asia 2018 Technical Papers"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1145\/3197517.3201383","article-title":"Differentiable programming for image processing and deep learning in Halide","volume":"37","author":"li","year":"2018","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref16","author":"lillicrap","year":"2015","journal-title":"Continuous control with deep reinforcement learning"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2486001.2486005"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2619239.2626314"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3098822.3098843"},{"key":"ref28","author":"stampa","year":"2017","journal-title":"A Deep-Reinforcement Learning Approach for Software-Defined Networking Routing Optimization"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.3389\/fnbot.2019.00006"},{"key":"ref27","year":"0","journal-title":"A Beginner's Guide to Differentiable Programming - Skymind"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/3230543.3230551"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1038\/nature20101"},{"key":"ref29","year":"2019","journal-title":"Automatic differentiation and gradient tape"},{"key":"ref5","author":"gers","year":"1999","journal-title":"Learning to forget Continual prediction with lstm"},{"key":"ref8","author":"irpan","year":"2018","journal-title":"Deep reinforcement learning doesn't work yet"},{"key":"ref7","article-title":"Achieving high utilization using software-driven WAN","author":"hong","year":"0","journal-title":"ACM SIGCOMM"},{"key":"ref2","first-page":"671","article-title":"Packet routing in dynamically changing networks: A reinforcement learning approach","author":"boyan","year":"0","journal-title":"Advances in neural information processing systems"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/2486001.2486019"},{"key":"ref1","year":"0","journal-title":"TensorFlow™"},{"key":"ref20","author":"mao","year":"2018","journal-title":"Variance Reduction for Reinforcement Learning in Input-Driven Environments"},{"key":"ref22","author":"paszke","year":"2017","journal-title":"PyTorch"},{"key":"ref21","first-page":"2863","article-title":"Action-conditional video prediction using deep networks in atari games","author":"oh","year":"0","journal-title":"Advances in neural information processing systems"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-12331-3_2"},{"key":"ref23","author":"paszke","year":"2017","journal-title":"On Automatic Differentiation"},{"key":"ref26","doi-asserted-by":"crossref","DOI":"10.1038\/nature16961","article-title":"Mastering the game of Go with deep neural networks and tree search","author":"silver","year":"2016","journal-title":"Nature"},{"key":"ref25","author":"sherstinsky","year":"2018","journal-title":"Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) Network"}],"event":{"name":"IEEE INFOCOM 2020 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","location":"Toronto, ON, Canada","start":{"date-parts":[[2020,7,6]]},"end":{"date-parts":[[2020,7,9]]}},"container-title":["IEEE INFOCOM 2020 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9146478\/9162584\/09162994.pdf?arnumber=9162994","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,28]],"date-time":"2022-06-28T21:51:49Z","timestamp":1656453109000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9162994\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7]]},"references-count":34,"URL":"https:\/\/doi.org\/10.1109\/infocomwkshps50562.2020.9162994","relation":{},"subject":[],"published":{"date-parts":[[2020,7]]}}}