{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,8]],"date-time":"2026-06-08T12:32:03Z","timestamp":1780921923641,"version":"3.54.1"},"publisher-location":"New York, NY, USA","reference-count":46,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,10,11]],"date-time":"2019-10-11T00:00:00Z","timestamp":1570752000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"European Comission","award":["856950 (H2020 5G-TOURS), 761536 (H2020 5GTRANSFORMER), 856709 (H2020 5GROWTH)"],"award-info":[{"award-number":["856950 (H2020 5G-TOURS), 761536 (H2020 5GTRANSFORMER), 856709 (H2020 5GROWTH)"]}]},{"name":"AEI\/FEDER","award":["TEC2016-76465-C2-1-R (AIM)"],"award-info":[{"award-number":["TEC2016-76465-C2-1-R (AIM)"]}]},{"name":"Ministerio de Educaci\u00f3n, Cultura y Deporte","award":["FPU14\/03701"],"award-info":[{"award-number":["FPU14\/03701"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,10,11]]},"DOI":"10.1145\/3300061.3345431","type":"proceedings-article","created":{"date-parts":[[2019,10,11]],"date-time":"2019-10-11T15:16:45Z","timestamp":1570807005000},"page":"1-16","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":63,"title":["vrAIn"],"prefix":"10.1145","author":[{"given":"Jose A.","family":"Ayala-Romero","sequence":"first","affiliation":[{"name":"NEC Laboratories Europe & Technical University of Cartagena, Heidelberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andres","family":"Garcia-Saavedra","sequence":"additional","affiliation":[{"name":"NEC Laboratories Europe, Heidelberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marco","family":"Gramaglia","sequence":"additional","affiliation":[{"name":"Universidad Carlos III de Madrid, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xavier","family":"Costa-Perez","sequence":"additional","affiliation":[{"name":"NEC Laboratories Europe, Heidelberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Albert","family":"Banchs","sequence":"additional","affiliation":[{"name":"Universidad Carlos III de Madrid & IMDEA Networks Institute, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Juan J.","family":"Alcaraz","sequence":"additional","affiliation":[{"name":"Technical University of Cartagena, Cartagena, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2019,10,11]]},"reference":[{"issue":"12","key":"e_1_3_2_1_1_1","first-page":"7993","volume":"17","author":"Bega D.","year":"2018","unstructured":"D. Bega , A. Banchs , M. Gramaglia , X. Costa-Perez , and P. Rost . CARES: Computation-Aware Scheduling in Virtualized Radio Access Networks. IEEE Transactions on Wireless Communications , 17 ( 12 ): 7993 -- 8006 , Dec. 2018 . D. Bega, A. Banchs, M. Gramaglia, X. Costa-Perez, and P. Rost. CARES: Computation-Aware Scheduling in Virtualized Radio Access Networks. IEEE Transactions on Wireless Communications, 17(12):7993--8006, Dec. 2018.","journal-title":"CARES: Computation-Aware Scheduling in Virtualized Radio Access Networks. IEEE Transactions on Wireless Communications"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/2348543.2348561"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/SURV.2012.060912.00100"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2355255"},{"issue":"1","key":"e_1_3_2_1_5_1","first-page":"106","volume":"103","author":"U.","year":"2012","unstructured":"U. Demvs ar, P. Harris , C. Brunsdon , A. S. Fotheringham , and S. McLoone . Principal Component Analysis on Spatial Data: An Overview. Routledge Annals of the Association of American Geographers , 103 ( 1 ): 106 -- 128 , July 2012 . U. Demvs ar, P. Harris, C. Brunsdon, A. S. Fotheringham, and S. McLoone. Principal Component Analysis on Spatial Data: An Overview. Routledge Annals of the Association of American Geographers, 103(1):106--128, July 2012.","journal-title":"Principal Component Analysis on Spatial Data: An Overview. Routledge Annals of the Association of American Geographers"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2016.2522401"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8486243"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2018.2874142"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2018.2793859"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2999572.2999591"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/2980159.2980163"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.5555\/3086952"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICRA.2017.7989385"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2012.2233213"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2014.2363839"},{"issue":"5","key":"e_1_3_2_1_16_1","first-page":"757","article-title":"Downlink SNR to CQI Mapping for Different Multiple Antenna Techniques","volume":"2","author":"Kawser M. T.","year":"2012","unstructured":"M. T. Kawser , N. I. B. Hamid , M. N. Hasan , M. S. Alam , and M. M. Rahman . Downlink SNR to CQI Mapping for Different Multiple Antenna Techniques in LTE. International Journal of Information and Electronics Engineering , 2 ( 5 ): 757 -- 760 , Sept. 2012 . M. T. Kawser, N. I. B. Hamid, M. N. Hasan, M. S. Alam, and M. M. Rahman. Downlink SNR to CQI Mapping for Different Multiple Antenna Techniques in LTE. International Journal of Information and Electronics Engineering, 2(5):757--760, Sept. 2012.","journal-title":"LTE. International Journal of Information and Electronics Engineering"},{"key":"e_1_3_2_1_17_1","volume-title":"Jan.","author":"Kingma D. P.","year":"2017","unstructured":"D. P. Kingma and J. Ba . Adam: A Method for Stochastic Optimization. arXiv preprint arXiv:1412.6980 , Jan. 2017 . D. P. Kingma and J. Ba. Adam: A Method for Stochastic Optimization. arXiv preprint arXiv:1412.6980, Jan. 2017."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1177\/0278364913495721"},{"issue":"9","key":"e_1_3_2_1_19_1","first-page":"4321","volume":"64","author":"Li Y.","year":"2015","unstructured":"Y. Li , M. Sheng , X. Wang , Y. Zhang , and J. Wen . Max-Min Energy-Efficient Power Allocation in Interference-Limited Wireless Networks. IEEE Transactions on Vehicular Technology , 64 ( 9 ): 4321 -- 4326 , Sept. 2015 . Y. Li, M. Sheng, X. Wang, Y. Zhang, and J. Wen. Max-Min Energy-Efficient Power Allocation in Interference-Limited Wireless Networks. IEEE Transactions on Vehicular Technology, 64(9):4321--4326, Sept. 2015.","journal-title":"Max-Min Energy-Efficient Power Allocation in Interference-Limited Wireless Networks. IEEE Transactions on Vehicular Technology"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2014.2317235"},{"key":"e_1_3_2_1_21_1","volume-title":"Proceedings of the 2016 International Conference on Learning Representations (ICLR 2016","author":"Lillicrap T. P.","year":"2016","unstructured":"T. P. Lillicrap , J. J. Hunt , A. Pritzel , N. Heess , T. Erez , Y. Tassa , D. Silver , and D. Wierstra . Continuous control with deep reinforcement learning . In Proceedings of the 2016 International Conference on Learning Representations (ICLR 2016 ), San Juan, Puerto Rico , May 2016 . T. P. Lillicrap, J. J. Hunt, A. Pritzel, N. Heess, T. Erez, Y. Tassa, D. Silver, and D. Wierstra. Continuous control with deep reinforcement learning. In Proceedings of the 2016 International Conference on Learning Representations (ICLR 2016), San Juan, Puerto Rico, May 2016."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3241539.3241567"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2018.10.010"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2477041"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbx044"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature14236"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2016.2613896"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/mcom.2015.7355588"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2015.7417498"},{"issue":"11","key":"e_1_3_2_1_30_1","first-page":"6164","volume":"14","author":"Rost P.","year":"2015","unstructured":"P. Rost , S. Talarico , and M. C. Valenti . The Complexity-Rate Tradeoff of Centralized Radio Access Networks. IEEE Transactions on Wireless Communications , 14 ( 11 ): 6164 -- 6176 , Nov. 2015 . P. Rost, S. Talarico, and M. C. Valenti. The Complexity-Rate Tradeoff of Centralized Radio Access Networks. IEEE Transactions on Wireless Communications, 14(11):6164--6176, Nov. 2015.","journal-title":"The Complexity-Rate Tradeoff of Centralized Radio Access Networks. IEEE Transactions on Wireless Communications"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3281411.3281435"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature16961"},{"key":"e_1_3_2_1_33_1","volume-title":"Proceedings of the 31st International Conference on Machine Learning (ICML 2014","author":"Silver D.","year":"2014","unstructured":"D. Silver , G. Lever , N. Heess , T. Degris , D. Wierstra , and M. Riedmiller . Deterministic policy gradient algorithms . In Proceedings of the 31st International Conference on Machine Learning (ICML 2014 ), Beijing, China , June 2014 . D. Silver, G. Lever, N. Heess, T. Degris, D. Wierstra, and M. Riedmiller. Deterministic policy gradient algorithms. In Proceedings of the 31st International Conference on Machine Learning (ICML 2014), Beijing, China, June 2014."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2015.2435275"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.1998.712192"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/SOCC.2009.5335678"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/2505515.2514700"},{"key":"e_1_3_2_1_38_1","volume-title":"From ads to interventions: Contextual bandits in mobile health","author":"Tewari A.","year":"2017","unstructured":"A. Tewari and S. A. Murphy . From ads to interventions: Contextual bandits in mobile health . Springer Mobile Health : Sensors, Analytic Methods, and Applications, July 2017 . A. Tewari and S. A. Murphy. From ads to interventions: Contextual bandits in mobile health . Springer Mobile Health: Sensors, Analytic Methods, and Applications, July 2017."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICAC.2017.42"},{"key":"e_1_3_2_1_40_1","volume-title":"Proceedings of 2010 Ottawa Linux Symposium (OLS 2010","volume":"10","author":"Turner P.","year":"2010","unstructured":"P. Turner , B. B. Rao , and N. Rao . CPU bandwidth control for CFS . In Proceedings of 2010 Ottawa Linux Symposium (OLS 2010 ), volume 10 , 2010 . P. Turner, B. B. Rao, and N. Rao. CPU bandwidth control for CFS. In Proceedings of 2010 Ottawa Linux Symposium (OLS 2010), volume 10, 2010."},{"key":"e_1_3_2_1_41_1","volume-title":"AlphaStar: Mastering the Real-Time Strategy Game StarCraft II. Online: https:\/\/deepmind.com\/blog\/alphastar-mastering-real-time-strategy-game-starcraft-ii\/","author":"Vinyals O.","year":"2019","unstructured":"O. Vinyals , I. Babuschkin , J. Chung , M. Mathieu , M. Jaderberg , W. M. Czarnecki , A. Dudzik , A. Huang , P. Georgiev , R. Powell , AlphaStar: Mastering the Real-Time Strategy Game StarCraft II. Online: https:\/\/deepmind.com\/blog\/alphastar-mastering-real-time-strategy-game-starcraft-ii\/ , Jan. 2019 . O. Vinyals, I. Babuschkin, J. Chung, M. Mathieu, M. Jaderberg, W. M. Czarnecki, A. Dudzik, A. Huang, P. Georgiev, R. Powell, et al. AlphaStar: Mastering the Real-Time Strategy Game StarCraft II. Online: https:\/\/deepmind.com\/blog\/alphastar-mastering-real-time-strategy-game-starcraft-ii\/ , Jan. 2019."},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/GlobalSIP.2017.8309082"},{"key":"e_1_3_2_1_43_1","first-page":"1","volume-title":"Computing aware scheduling in mobile edge computing system","author":"Wang K.","year":"2019","unstructured":"K. Wang , X. Yu , W. Lin , Z. Deng , and X. Liu . Computing aware scheduling in mobile edge computing system . Springer Wireless Networks , pages 1 -- 17 , Jan. 2019 . K. Wang, X. Yu, W. Lin, Z. Deng, and X. Liu. Computing aware scheduling in mobile edge computing system. Springer Wireless Networks, pages 1--17, Jan. 2019."},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00992698"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/2670518.2673865"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICACT.2016.7423493"}],"event":{"name":"MobiCom '19: The 25th Annual International Conference on Mobile Computing and Networking","location":"Los Cabos Mexico","acronym":"MobiCom '19","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing"]},"container-title":["The 25th Annual International Conference on Mobile Computing and Networking"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3300061.3345431","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3300061.3345431","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:23:53Z","timestamp":1750202633000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3300061.3345431"}},"subtitle":["A Deep Learning Approach Tailoring Computing and Radio Resources in Virtualized RANs"],"short-title":[],"issued":{"date-parts":[[2019,10,11]]},"references-count":46,"alternative-id":["10.1145\/3300061.3345431","10.1145\/3300061"],"URL":"https:\/\/doi.org\/10.1145\/3300061.3345431","relation":{},"subject":[],"published":{"date-parts":[[2019,10,11]]},"assertion":[{"value":"2019-10-11","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}