{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T10:25:01Z","timestamp":1771496701497,"version":"3.50.1"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T00:00:00Z","timestamp":1771459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T00:00:00Z","timestamp":1771459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["956086"],"award-info":[{"award-number":["956086"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["EPJ Res. Infrastruct."],"published-print":{"date-parts":[[2026,12]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>In this Editorial, we describe the SMARTHEP Innovative Training Network funded via the Marie Sk\u0142odowska-Curie Actions between 2021 and 2025. SMARTHEP trained 12 PhD students to advance machine learning and real-time analysis in high-energy physics experiments and industrial applications. We present the perspective of students, supervisors, and external observers of the network, concerning the work done within the network, the added value compared to \u201ctypical\u201d PhD positions, and the emerging themes and directions from our experiences in the past four years.<\/jats:p>","DOI":"10.1007\/s41781-025-00155-2","type":"journal-article","created":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T09:16:17Z","timestamp":1771492577000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["SMARTHEP: Training PhD Students in Real-time Analysis at the LHC and in Industry"],"prefix":"10.1007","volume":"10","author":[{"given":"Johannes","family":"Albrecht","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Laura","family":"Boggia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Leon","family":"Bozianu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrew","family":"Carey","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carlos","family":"Cocha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Caterina","family":"Doglioni","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"James Andrew","family":"Gooding","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Joachim","family":"Hansen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Patin","family":"Inkaew","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaare","family":"Iversen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pratik","family":"Jawahar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Henning","family":"Kirschenmann","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Magdalinski","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alice","family":"Ohlson","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Micol","family":"Olocco","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Henrique","family":"Pi\u00f1eiro Monteagudo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Steven","family":"Schramm","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mike","family":"Sokoloff","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexandros","family":"Sopasakis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Leonardo","family":"Taccari","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sten","family":"\u00c5strand","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,2,19]]},"reference":[{"key":"155_CR1","doi-asserted-by":"publisher","first-page":"1271639","DOI":"10.3389\/fdata.2023.1271639","volume":"6","author":"L Clissa","year":"2023","unstructured":"Clissa L, Lassnig M, Rinaldi L (2023) How big is Big Data? A comprehensive survey of data production, storage, and streaming in science and industry. Frontiers in Big Data 6:1271639. https:\/\/doi.org\/10.3389\/fdata.2023.1271639","journal-title":"Front Big Data"},{"key":"155_CR2","doi-asserted-by":"publisher","first-page":"08022","DOI":"10.1051\/epjconf\/202429508022","volume":"295","author":"JA Gooding","year":"2024","unstructured":"Gooding JA, Bozianu L, Toapaxi CC, Jawahar P, Olocco M (2024) The SMARTHEP European Training Network. EPJ Web Conf 295:08022. https:\/\/doi.org\/10.1051\/epjconf\/202429508022. (arXiv:2401.13484 [hep-ex])","journal-title":"EPJ Web Conf"},{"key":"155_CR3","doi-asserted-by":"publisher","first-page":"678","DOI":"10.1016\/j.physrep.2024.09.006","volume":"1115","author":"CMS Collaboration","year":"2025","unstructured":"Collaboration CMS (2025) Enriching the physics program of the CMS experiment via data scouting and data parking. Phys Rept 1115:678\u2013772. https:\/\/doi.org\/10.1016\/j.physrep.2024.09.006. (arXiv:2403.16134 [hep-ex])","journal-title":"Phys Rept"},{"issue":"04","key":"155_CR4","doi-asserted-by":"publisher","first-page":"04006","DOI":"10.1088\/1748-0221\/14\/04\/P04006","volume":"14","author":"R Aaij","year":"2019","unstructured":"Aaij R et al (2019) A comprehensive real-time analysis model at the LHCb experiment. JINST 14(04):04006. https:\/\/doi.org\/10.1088\/1748-0221\/14\/04\/P04006. (arXiv:1903.01360 [hep-ex])","journal-title":"JINST"},{"key":"155_CR5","doi-asserted-by":"publisher","unstructured":"ATLAS Collaboration: Search for electroweak-scale dijet resonances using trigger-level analysis with the ATLAS detector in 132 fb\u22121 of pp collisions at \u221a s = 13 TeV. Phys Rev D 112:092015 (2025). https:\/\/doi.org\/10.1103\/15p2-bkg8 (arXiv:2509.01219 [hep-ex])","DOI":"10.1103\/15p2-bkg8"},{"key":"155_CR6","unstructured":"Buncic P, Krzewicki M, Vande Vyvre P (2015) Technical design report for the upgrade of the online-offline computing system. Technical Report CERNLHCC-2015-006, ALICE-TDR-019 (April 2015)"},{"key":"155_CR7","doi-asserted-by":"crossref","unstructured":"Giasemis FI, Sopasakis A (2025) Learning traffic anomalies from generative models on real-time observations. (arXiv:2502.01391 [cs.LG])","DOI":"10.1109\/ICSIP65915.2025.11171552"},{"key":"155_CR8","doi-asserted-by":"publisher","unstructured":"Hansen J, Liu D, Sopasakis A (2025) Traffic predictions using graph neural networks on real-time observations. In: Yurish SY (ed) Proceedings of the 7th International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI\u2019 2025), pp 155\u2013162. IFSA Publishing, S. L., Innsbruck, Austria. https:\/\/doi.org\/10.13140\/RG.2.2.14725.46566","DOI":"10.13140\/RG.2.2.14725.46566"},{"key":"155_CR9","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1007\/978-3-031-84457-7_18","volume-title":"Advances in information and communication. Lecture notes in networks and systems","author":"W Tang","year":"2025","unstructured":"Tang W, Llamosas, DAF, Liu D, Johnsson K, Sopasakis A (2025) Fingerprint synthesis from diffusion models and generative adversarial networks. In: Arai K (ed) Advances in information and communication. Lecture notes in networks and systems, vol. 1283, pp 289\u2013312. Springer, Cham. https:\/\/doi.org\/10.1007\/978-3-031-84457-7_18"},{"key":"155_CR10","doi-asserted-by":"publisher","unstructured":"Pjani\u00b4c D, Sopasakis A, Tataria H, Tufvesson F, Reial A (2021) Learning-based ue classification in millimeter-wave cellular systems with mobility. In: 2021 IEEE 31st International Workshop on Machine Learning for Signal Processing (MLSP), pp 1\u20136. https:\/\/doi.org\/10.1109\/MLSP52302.2021.9596275","DOI":"10.1109\/MLSP52302.2021.9596275"},{"issue":"3","key":"155_CR11","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6471\/adaadc","volume":"52","author":"J Albrecht","year":"2025","unstructured":"Albrecht J et al (2025) (SMARTHEP network): summary of the trigger systems of the large hadron collider experiments ALICE, ATLAS\u00a0CMS and LHCb. J Phys G 52(3):030501. https:\/\/doi.org\/10.1088\/1361-6471\/adaadc","journal-title":"J. Phys. G"},{"key":"155_CR12","volume-title":"(SMARTHEP Network): Review of Machine Learning for Real-Time Analysis at the Large Hadron Collider experiments ALICE","author":"L Boggia","year":"2025","unstructured":"Boggia L et al (2025) (SMARTHEP Network): Review of Machine Learning for Real-Time Analysis at the Large Hadron Collider experiments ALICE. ATLAS, CMS and LHCb (arXiv:2506.14578 [hep-ex])"},{"key":"155_CR13","doi-asserted-by":"publisher","unstructured":"Benericetti A, Bellaccini N, Pi\u00f1eiro Monteagudo H., Simoncini M, Sambo F (2023) An object detection approach for lane change and overtake detection from motion profiles. In: 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC), pp. 1389\u20131394. https:\/\/doi.org\/10.1109\/ITSC57777.2023.10422014","DOI":"10.1109\/ITSC57777.2023.10422014"},{"key":"155_CR14","doi-asserted-by":"publisher","unstructured":"Pi\u00f1eiro Monteagudo H, Taccari L, Pjetri A, Sambo F, Salti S (2025) RendBEV: semantic novel view synthesis for self-supervised bird\u2019s eye view segmentation. In: 2025 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV), pp 535\u2013544. https:\/\/doi.org\/10.1109\/WACV61041.2025.00062","DOI":"10.1109\/WACV61041.2025.00062"},{"key":"155_CR15","unstructured":"Istituto Nazionale di Fisica Nucleare (INFN) (2025) HEPscape!: the high energy physics escape room. https:\/\/web.infn.it\/hepscape\/en\/. Accessed 7 Dec 2025."},{"key":"155_CR16","doi-asserted-by":"publisher","DOI":"10.5281\/zenodo.14575673","author":"L Soffi","year":"2024","unstructured":"Soffi L, Doglioni C (2024) HEPScape escape room video. English version Zenodo. https:\/\/doi.org\/10.5281\/zenodo.14575673","journal-title":"English Version Zenodo"},{"key":"155_CR17","doi-asserted-by":"publisher","first-page":"1142","DOI":"10.1140\/epjc\/s10052-025-14571-6","volume":"85","author":"C Agapopoulou","year":"2025","unstructured":"Agapopoulou C et al (2025) The critical importance of software for HEP. Eur. Phys J C 85:1142. https:\/\/doi.org\/10.1140\/epjc\/s10052-025-14571-6. (arXiv:2504.01050 [hep-ex])","journal-title":"Eur Phys J C"},{"issue":"9","key":"155_CR18","doi-asserted-by":"publisher","first-page":"1066","DOI":"10.1140\/epjc\/s10052-025-14707-8","volume":"85","author":"KG Barman","year":"2025","unstructured":"Barman KG et al (2025) Large physics models: towards a collaborative approach with large language models and foundation models. Eur Phys J C 85(9):1066. https:\/\/doi.org\/10.1140\/epjc\/s10052-025-14707-8","journal-title":"Eur Phys J C"},{"key":"155_CR19","unstructured":"Caron S, et al (2025) Strategic white paper on ai infrastructure for particle, nuclear, and astroparticle physics: insights from JENA and EuCAIF, (arXiv:2503.14192 [astro-ph.IM])"},{"key":"155_CR20","doi-asserted-by":"publisher","unstructured":"Suchikova Y, Tsybuliak N, Silva JAT, Nazarovets S (2025) GAIDeT (Generative AI Delegation Taxonomy): a taxonomy for humans to delegate tasks to generative artificial intelligence in scientific research and publishing. Account Res 1\u201327. https:\/\/doi.org\/10.1080\/08989621.2025.2544331, ( PMID: 40781729)","DOI":"10.1080\/08989621.2025.2544331"}],"container-title":["EPJ Research Infrastructures"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41781-025-00155-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s41781-025-00155-2","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41781-025-00155-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T09:16:22Z","timestamp":1771492582000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s41781-025-00155-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,19]]},"references-count":20,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,12]]}},"alternative-id":["155"],"URL":"https:\/\/doi.org\/10.1007\/s41781-025-00155-2","relation":{},"ISSN":["3091-4558","3091-4566"],"issn-type":[{"value":"3091-4558","type":"print"},{"value":"3091-4566","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,19]]},"assertion":[{"value":"16 December 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 December 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 February 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no Conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}}],"article-number":"5"}}