{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T15:27:28Z","timestamp":1785511648492,"version":"3.56.0"},"reference-count":26,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T00:00:00Z","timestamp":1761523200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T00:00:00Z","timestamp":1761523200000},"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":[[2025,10,27]]},"DOI":"10.23919\/cnsm67658.2025.11297450","type":"proceedings-article","created":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T18:40:10Z","timestamp":1766428810000},"page":"1-6","source":"Crossref","is-referenced-by-count":3,"title":["Verifying Behavior of Reinforcement Learning Agents for Network Slice Admission Control"],"prefix":"10.23919","author":[{"given":"Jean Pierre","family":"Asdikian","sequence":"first","affiliation":[{"name":"Politecnico di Milano,Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alaa","family":"Amro","sequence":"additional","affiliation":[{"name":"Politecnico di Milano,Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Louma","family":"Mehyeddine","sequence":"additional","affiliation":[{"name":"Lebanese University,Lebanon"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carlos","family":"Natalino","sequence":"additional","affiliation":[{"name":"Chalmers University of Technology,Sweden"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ihab","family":"Sbeity","sequence":"additional","affiliation":[{"name":"Lebanese University,Lebanon"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guido","family":"Maier","sequence":"additional","affiliation":[{"name":"Politecnico di Milano,Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paolo","family":"Monti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sebastian","family":"Troia","sequence":"additional","affiliation":[{"name":"Politecnico di Milano,Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Omran","family":"Ayoub","sequence":"additional","affiliation":[{"name":"University of Applied Sciences and Arts of Southern Switzerland,Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2022.3222589"},{"key":"ref2","article-title":"SYMBXRL: Symbolic Explainable Deep Reinforcement Learning for Mobile Networks - hdl.handle.net","year":"2025"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1364\/JOCN.460629"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/JLT.2023.3235039"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM42002.2020.9348128"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2881964"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICNP49622.2020.9259378"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3356750"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2024.3368294"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3527448"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106685"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2025.3563415"},{"key":"ref13","volume-title":"Explainable reinforcement learning for mobile network optimization","author":"Ruggeri","year":"2025"},{"key":"ref14","article-title":"A unified approach to interpreting model predictions","volume":"30","author":"Lundberg","year":"2017","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref15","first-page":"2003","article-title":"Explaining reinforcement learning with shapley values","author":"Beechey","year":"2023"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JSYST.2022.3172658"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/WCNC51071.2022.9771643"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM46510.2021.9685108"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-020-07914-x"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM46510.2021.9685936"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-023-3987-y"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICCWorkshops57953.2023.10283684"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCSW63686.2024.00012"},{"key":"ref24","first-page":"1","article-title":"Towards explainable reinforcement learning in optical networks: The rmsa use case","volume-title":"2024 Optical Fiber Communications Conference and Exhibition (OFC).","author":"Ayoub"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3148703"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICTON.2018.8473858"}],"event":{"name":"2025 21st International Conference on Network and Service Management (CNSM)","location":"Bologna, Italy","start":{"date-parts":[[2025,10,27]]},"end":{"date-parts":[[2025,10,31]]}},"container-title":["2025 21st International Conference on Network and Service Management (CNSM)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11297200\/11297407\/11297450.pdf?arnumber=11297450","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T06:40:20Z","timestamp":1766472020000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11297450\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,27]]},"references-count":26,"URL":"https:\/\/doi.org\/10.23919\/cnsm67658.2025.11297450","relation":{},"subject":[],"published":{"date-parts":[[2025,10,27]]}}}