{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T11:18:38Z","timestamp":1780053518185,"version":"3.54.0"},"publisher-location":"New York, NY, USA","reference-count":30,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,8,29]],"date-time":"2023-08-29T00:00:00Z","timestamp":1693267200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,8,29]]},"DOI":"10.1145\/3600160.3600176","type":"proceedings-article","created":{"date-parts":[[2023,8,9]],"date-time":"2023-08-09T22:54:41Z","timestamp":1691621681000},"page":"1-11","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["Real-Time Defensive Strategy Selection via Deep Reinforcement Learning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9124-0135","authenticated-orcid":false,"given":"Axel","family":"Charpentier","sequence":"first","affiliation":[{"name":"Polytechnique Montreal, Canada and IRT SystemX, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6953-8728","authenticated-orcid":false,"given":"Christopher","family":"Neal","sequence":"additional","affiliation":[{"name":"Polytechnique Montreal, Canada and IRT SystemX, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8792-0413","authenticated-orcid":false,"given":"Nora","family":"Boulahia-Cuppens","sequence":"additional","affiliation":[{"name":"Polytechnique Montreal, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1124-2200","authenticated-orcid":false,"given":"Frederic","family":"Cuppens","sequence":"additional","affiliation":[{"name":"Polytechnique Montreal, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7294-5909","authenticated-orcid":false,"given":"Reda","family":"Yaich","sequence":"additional","affiliation":[{"name":"IRT SystemX, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2023,8,29]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Red\u00a0Hat Ansible. 2022. Ansible is simple IT automation. https:\/\/www.ansible.com\/"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICNC47757.2020.9049764"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/DSC50466.2020.00065"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2022.103055"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2963791"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/MSN50589.2020.00086"},{"key":"e_1_3_2_1_7_1","unstructured":"Debian. 2022. Debian. https:\/\/www.debian.org\/index.fr.html"},{"key":"e_1_3_2_1_8_1","volume-title":"Demystifying deception technology: A survey. arXiv preprint arXiv:1804.06196","author":"Fraunholz Daniel","year":"2018","unstructured":"Daniel Fraunholz, Simon\u00a0Duque Anton, Christoph Lipps, Daniel Reti, Daniel Krohmer, Frederic Pohl, Matthias Tammen, and Hans\u00a0Dieter Schotten. 2018. Demystifying deception technology: A survey. arXiv preprint arXiv:1804.06196 (2018)."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/COINS54846.2022.9855011"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3214305"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-68711-7_15"},{"key":"e_1_3_2_1_12_1","volume-title":"DIVERGENCE: deep reinforcement learning-based adaptive traffic inspection and moving target defense countermeasure framework","author":"Kim Sunghwan","year":"2022","unstructured":"Sunghwan Kim, Seunghyun Yoon, Jin-Hee Cho, Dong\u00a0Seong Kim, Terrence\u00a0J Moore, Frederica Free-Nelson, and Hyuk Lim. 2022. DIVERGENCE: deep reinforcement learning-based adaptive traffic inspection and moving target defense countermeasure framework. IEEE Transactions on Network and Service Management (2022)."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2016.2633983"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/SURV.2012.062612.00056"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jfranklin.2014.06.010"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.5555\/2600239.2600241"},{"key":"e_1_3_2_1_17_1","volume-title":"Playing atari with deep reinforcement learning. arXiv preprint arXiv:1312.5602","author":"Mnih Volodymyr","year":"2013","unstructured":"Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, and Martin Riedmiller. 2013. Playing atari with deep reinforcement learning. arXiv preprint arXiv:1312.5602 (2013)."},{"key":"e_1_3_2_1_18_1","unstructured":"Oracle. 2022. Oracle VM virtualbox. https:\/\/www.oracle.com\/virtualization\/virtualbox\/index.html"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3337772"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICAICA52286.2021.9497911"},{"key":"e_1_3_2_1_21_1","first-page":"1","article-title":"Stable-Baselines3: Reliable Reinforcement Learning Implementations","volume":"22","author":"Raffin Antonin","year":"2021","unstructured":"Antonin Raffin, Ashley Hill, Adam Gleave, Anssi Kanervisto, Maximilian Ernestus, and Noah Dormann. 2021. Stable-Baselines3: Reliable Reinforcement Learning Implementations. Journal of Machine Learning Research 22, 268 (2021), 1\u20138. http:\/\/jmlr.org\/papers\/v22\/20-1364.html","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_2_1_22_1","volume-title":"Proximal policy optimization algorithms. arXiv preprint arXiv:1707.06347","author":"Schulman John","year":"2017","unstructured":"John Schulman, Filip Wolski, Prafulla Dhariwal, Alec Radford, and Oleg Klimov. 2017. Proximal policy optimization algorithms. arXiv preprint arXiv:1707.06347 (2017)."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.2982955"},{"key":"e_1_3_2_1_24_1","volume-title":"Optimal strategy selection approach to moving target defense based on Markov robust game. computers & security 85","author":"Lei Cheng","year":"2019","unstructured":"Jing-lei Tan, Cheng Lei, Hong-qi Zhang, and Yu-qiao Cheng. 2019. Optimal strategy selection approach to moving target defense based on Markov robust game. computers & security 85 (2019), 63\u201376."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/IAS.2016.7731849"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3076599"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2918319"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2020.06553"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-019-1906-z"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.3390\/app11198823"}],"event":{"name":"ARES 2023: The 18th International Conference on Availability, Reliability and Security","location":"Benevento Italy","acronym":"ARES 2023"},"container-title":["Proceedings of the 18th International Conference on Availability, Reliability and Security"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3600160.3600176","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3600160.3600176","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T16:36:13Z","timestamp":1750178173000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3600160.3600176"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,29]]},"references-count":30,"alternative-id":["10.1145\/3600160.3600176","10.1145\/3600160"],"URL":"https:\/\/doi.org\/10.1145\/3600160.3600176","relation":{},"subject":[],"published":{"date-parts":[[2023,8,29]]},"assertion":[{"value":"2023-08-29","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}