{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T23:03:40Z","timestamp":1768345420859,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":25,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,11,19]]},"DOI":"10.1145\/3772052.3772222","type":"proceedings-article","created":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T16:19:00Z","timestamp":1768321140000},"page":"163-169","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Cloud-Native Digital Twin Orchestration for Real-Time Decision Optimization Using Fuzzy Constraints and Reinforcement Learning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-7896-9929","authenticated-orcid":false,"given":"David","family":"Li","sequence":"first","affiliation":[{"name":"Katz School of Science and Health, Yeshiva University, New York, NY, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-0310-9953","authenticated-orcid":false,"given":"Angela","family":"Li","sequence":"additional","affiliation":[{"name":"Applied Mathematics and Physics, Stony Brook University, Stony Brook, NY, USA"}]}],"member":"320","published-online":{"date-parts":[[2026,1,13]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Amazon Web Services \u201cAmazon Personalize: Real-time recommendations service \u201d https:\/\/aws.amazon.com\/personalize\/"},{"key":"e_1_3_2_1_2_1","unstructured":"Google Cloud \u201cVertex AI Recommendation Engine \u201d https:\/\/cloud.google.com\/use-cases\/recommendations?hl=en"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-817630-6.00014-X"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.3389\/fgene.2018.00031"},{"key":"e_1_3_2_1_5_1","volume-title":"Digital Twin: Enabling technologies, challenges and open research","author":"C.","year":"2020","unstructured":"Fuller, A., Fan, Z., Day, C., & Barlow, C. (2020). \u201cDigital Twin: Enabling technologies, challenges and open research\u201d. IEEE Access, 8, 108952\u2013108971. https:\/\/ieeexplore.ieee.org\/document\/9103025\/."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","unstructured":"Ronald R. Yager. 2003. \u201cFuzzy logic methods in recommender systems\u201d. Fuzzy Sets Syst. 136 2 (June 1 2003) 133\u2013149. https:\/\/doi.org\/10.1016\/S0165-0114(02)00223-3","DOI":"10.1016\/S0165-0114(02)00223-3"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1038\/sj.ejcn.1600378"},{"key":"e_1_3_2_1_8_1","volume-title":"Deep reinforcement learning for search, recommendation, and online advertising: a survey","author":"Xia Xiangyu","year":"2019","unstructured":"Zhao, Xiangyu & Xia, Long & Tang, Jiliang & Yin, Dawei. (2019). \u201cDeep reinforcement learning for search, recommendation, and online advertising: a survey\u201d by Xiangyu Zhao, Long Xia, Jiliang Tang, and Dawei Yin with Martin Vesely as coordinator. ACM SIGWEB Newsletter. 2019. 1\u201315. 10.1145\/3320496.3320500."},{"key":"e_1_3_2_1_9_1","volume-title":"Challenges of Real-World Reinforcement Learning\u201d. 10.48550\/arXiv.1904.12901","author":"Mankowitz Gabriel","year":"2019","unstructured":"Dulac-Arnold, Gabriel & Mankowitz, Daniel & Hester, Todd. (2019). \u201cChallenges of Real-World Reinforcement Learning\u201d. 10.48550\/arXiv.1904.12901."},{"key":"e_1_3_2_1_10_1","volume-title":"AAAI","author":"B. Liu","year":"2025","unstructured":"B. Liu et al., \u201cPareto Set Learning for Multi-Objective Reinforcement Learning\u201d AAAI, 2025. https:\/\/arxiv.org\/abs\/2501.06773"},{"key":"e_1_3_2_1_11_1","volume-title":"Reinforcement Learning in the Cloud","author":"Services Amazon Web","unstructured":"Amazon Web Services, \u201cReinforcement Learning in the Cloud (SageMaker RL),\u201d https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/reinforcement-learning.html"},{"key":"e_1_3_2_1_12_1","unstructured":"Microsoft Azure \u201cPersonalizer: Contextual bandit personalization \u201d https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/personalizer\/concepts-reinforcement-learning"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2024.102304"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1080\/0951192X.2022.2027014"},{"key":"e_1_3_2_1_15_1","first-page":"1861","volume-title":"Proceedings of ICML","author":"Haarnoja T.","year":"2018","unstructured":"T. Haarnoja, A. Zhou, P. Abbeel, and S. Levine, \u201cSoft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor,\u201d Proceedings of ICML, pp. 1861-1870, 2018. https:\/\/proceedings.mlr.press\/v80\/haarnoja18b.html"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.119531"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.22399\/ijcesen.437"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3038912.3052568"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1111\/1468-2354.t01-2-00098"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1287\/mksc.12.2.184"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8116(00)00005-7"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1509\/jmkr.46.2.190"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.segy.2024.100139"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2024.10.061"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1214\/19-AOAS1265"}],"event":{"name":"SoCC '25: ACM Symposium on Cloud Computing","location":"Online USA","acronym":"SoCC '25","sponsor":["SIGOPS ACM Special Interest Group on Operating Systems","SIGMOD ACM Special Interest Group on Management of Data"]},"container-title":["Proceedings of the 2025 ACM Symposium on Cloud Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3772052.3772222","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T16:21:48Z","timestamp":1768321308000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3772052.3772222"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,19]]},"references-count":25,"alternative-id":["10.1145\/3772052.3772222","10.1145\/3772052"],"URL":"https:\/\/doi.org\/10.1145\/3772052.3772222","relation":{},"subject":[],"published":{"date-parts":[[2025,11,19]]},"assertion":[{"value":"2026-01-13","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}