{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,24]],"date-time":"2025-02-24T13:40:12Z","timestamp":1740404412779,"version":"3.37.3"},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2024,7,17]],"date-time":"2024-07-17T00:00:00Z","timestamp":1721174400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2024,7,17]],"date-time":"2024-07-17T00:00:00Z","timestamp":1721174400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100002347","name":"Bundesministerium f\u00fcr Bildung und Forschung","doi-asserted-by":"publisher","award":["13N15583"],"award-info":[{"award-number":["13N15583"]}],"id":[{"id":"10.13039\/501100002347","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Forschungszentrum J\u00fclich GmbH"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["K\u00fcnstl Intell"],"published-print":{"date-parts":[[2024,12]]},"DOI":"10.1007\/s13218-024-00862-9","type":"journal-article","created":{"date-parts":[[2024,7,17]],"date-time":"2024-07-17T12:01:57Z","timestamp":1721217717000},"page":"351-359","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["$$\\mathrm{Q(AI)}^2$$: Quantum Artificial Intelligence for the Automotive Industry"],"prefix":"10.1007","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5445-8082","authenticated-orcid":false,"given":"Tobias","family":"Stollenwerk","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Somtapa","family":"Bhattacharya","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michele","family":"Cattelan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alessandro","family":"Ciani","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gabriele","family":"Compostella","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Headley","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Johannes","family":"Klepsch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matthias","family":"Klusch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Markus","family":"Leder","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Antonio","family":"Macaluso","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kristel","family":"Michielsen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dmytro","family":"Nabok","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anestis","family":"Papanikolaou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexander","family":"Rausch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marco","family":"Schumann","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrea","family":"Skolik","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sheir","family":"Yarkoni","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Frank K.","family":"Wilhelm","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,7,17]]},"reference":[{"issue":"1","key":"862_CR1","doi-asserted-by":"publisher","first-page":"4427","DOI":"10.1038\/s41598-023-30258-y","volume":"13","author":"D Guala","year":"2023","unstructured":"Guala D, Zhang S, Cruz E, Riofr\u00edo CA, Klepsch J, Arrazola JM (2023) Practical overview of image classification with tensor-network quantum circuits. Sci Rep 13(1):4427","journal-title":"Sci Rep"},{"key":"862_CR2","unstructured":"Bergholm V, Izaac J, Schuld M, Gogolin C, Ahmed S, Ajith V, Alam MS, Alonso-Linaje G, AkashNarayanan B, Asadi A, Arrazola JM, Azad U, Banning S, Blank C, Bromley TR, Cordier BA, Ceroni J, Delgado A, Matteo OD, Dusko A, Garg T, Guala D, Hayes A, Hill R, Ijaz A, Isacsson T, Ittah D, Jahangiri S, Jain P,\u00a0Jiang E, Khandelwal A, Kottmann K, Lang RA, Lee C, Loke T, Lowe A,\u00a0McKiernan K, Meyer JJ, Monta\u00f1ez-Barrera JA, Moyard R, Niu Z, O\u2019Riordan LJ, Oud S, Panigrahi A, Park CY, Polatajko D, Quesada N, Roberts C,\u00a0S\u00e1 N,\u00a0Schoch I, Shi B, Shu S, Sim S, Singh A, Strandberg I, Soni J, Sz\u00e1va A, Thabet S, Vargas-Hern\u00e1ndez RA, Vincent T, Vitucci N, Weber M, Wierichs D, Wiersema R, Willmann M, Wong V, Zhang S, Killoran N (2018) Pennylane: automatic differentiation of hybrid quantum-classical computations"},{"key":"862_CR3","doi-asserted-by":"publisher","unstructured":"Schuld M, Petruccione F (2021) Machine learning with quantum computers. In: Quantum Science and Technology. Springer International Publishing, Cham. https:\/\/doi.org\/10.1007\/978-3-030-83098-4","DOI":"10.1007\/978-3-030-83098-4"},{"key":"862_CR4","unstructured":"Sprave J, Drescher C (2021) arXiv:2107.10507 [cs, math]"},{"issue":"7747","key":"862_CR5","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1038\/s41586-019-0980-2","volume":"567","author":"V Havl\u00ed\u010dek","year":"2019","unstructured":"Havl\u00ed\u010dek V, C\u00f3rcoles AD, Temme K, Harrow AW, Kandala A, Chow JM, Gambetta JM (2019) Supervised learning with quantum-enhanced feature spaces. Nature 567(7747):209. https:\/\/doi.org\/10.1038\/s41586-019-0980-2","journal-title":"Nature"},{"issue":"4","key":"862_CR6","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.122.040504","volume":"122","author":"M Schuld","year":"2019","unstructured":"Schuld M, Killoran N (2019) Quantum machine learning in feature hilbert spaces. Phys Rev Lett 122(4):040504. https:\/\/doi.org\/10.1103\/PhysRevLett.122.040504","journal-title":"Phys Rev Lett"},{"key":"862_CR7","doi-asserted-by":"publisher","unstructured":"Sim S, Johnson PD, Aspuru-Guzik A (2019) Expressibility and entangling capability of parameterized quantum circuits for hybrid quantum\u2010classical algorithms. Adv Quant Technol 2(12):1900070. https:\/\/doi.org\/10.1002\/qute.201900070. https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.1002\/qute.201900070","DOI":"10.1002\/qute.201900070"},{"issue":"1","key":"862_CR8","doi-asserted-by":"publisher","first-page":"2631","DOI":"10.1038\/s41467-021-22539-9","volume":"12","author":"HY Huang","year":"2021","unstructured":"Huang HY, Broughton M, Mohseni M, Babbush R, Boixo S, Neven H, McClean JR (2021) Power of data in quantum machine learning. Nat Commun 12(1):2631. https:\/\/doi.org\/10.1038\/s41467-021-22539-9","journal-title":"Nat Commun"},{"key":"862_CR9","doi-asserted-by":"publisher","unstructured":"Thanasilp S, Wang S, Cerezo M, Holmes Z (2022) Exponential concentration and untrainability in quantum kernel methods . https:\/\/doi.org\/10.48550\/arXiv.2208.11060. arXiv:2208.11060","DOI":"10.48550\/arXiv.2208.11060"},{"key":"862_CR10","unstructured":"Glick JR, Gujarati TP, Corcoles AD, Kim Y, Kandala A, Gambetta JM, Temme K (2021) arXiv:2105.03406"},{"key":"862_CR11","doi-asserted-by":"publisher","unstructured":"Cristianini N, Kandola J, Elisseeff A, Shawe-Taylor J (2006) Innovations in Machine Learning pp. 205\u2013256 . https:\/\/doi.org\/10.1007\/3-540-33486-6_8. https:\/\/link.springer.com\/chapter\/10.1007\/3-540-33486-6_8","DOI":"10.1007\/3-540-33486-6_8"},{"key":"862_CR12","unstructured":"J.\u00a0K\u00fcbler, S.\u00a0Buchholz, B.\u00a0Sch\u00f6lkopf (2021) Advances in Neural Information Processing Systems, vol.\u00a034. Curran Associates, Inc., pp. 12661\u201312673. https:\/\/proceedings.neurips.cc\/paper\/2021\/hash\/69adc1e107f7f7d035d7baf04342e1ca-Abstract.html"},{"issue":"3","key":"862_CR13","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1007\/s11128-023-03901-w","volume":"22","author":"A Macaluso","year":"2023","unstructured":"Macaluso A, Klusch M, Lodi S, Sartori C (2023) MAQA: a quantum framework for supervised learning. Quant Inform Process 22(3):159","journal-title":"Quant Inform Process"},{"key":"862_CR14","doi-asserted-by":"crossref","unstructured":"Macaluso A, Orazi F, Klusch M, Lodi S, Sartori C (2022) International conference on machine learning, optimization, and data science, Springer, pp. 341\u2013356","DOI":"10.1007\/978-3-031-25891-6_26"},{"key":"862_CR15","doi-asserted-by":"publisher","unstructured":"Macaluso A, Clissa L, Lodi S, Sartori C (2024) IET Quant Commun:1\u201316 .https:\/\/doi.org\/10.1049\/qtc2.12087","DOI":"10.1049\/qtc2.12087"},{"key":"862_CR16","doi-asserted-by":"crossref","unstructured":"Inajetovic MA, Orazi F, Macaluso A, Lodi S, Sartori C (2023) Computational Science\u2014ICCS 2023. Springer, Cham, pp. 177\u2013192","DOI":"10.1007\/978-3-031-36030-5_14"},{"key":"862_CR17","unstructured":"Sinha A, Macaluso A, Klusch M (2023) arXiv preprint arXiv:2311.12875"},{"issue":"130","key":"862_CR18","first-page":"1","volume":"24","author":"Q Cappart","year":"2023","unstructured":"Cappart Q, Ch\u00e9telat D, Khalil EB, Lodi A, Morris C, Veli\u010dkovi\u0107 P (2023) Combinatorial optimization and reasoning with graph neural networks. J Mach Learn Res 24(130):1","journal-title":"J Mach Learn Res"},{"key":"862_CR19","doi-asserted-by":"crossref","unstructured":"Skolik A, Cattelan M, Yarkoni S, B\u00e4ck T, Dunjko V (2023) NPJ Quant Inform 9(1):47","DOI":"10.1038\/s41534-023-00710-y"},{"issue":"1","key":"862_CR20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1140\/epjqt\/s40507-022-00158-7","volume":"10","author":"A Skolik","year":"2023","unstructured":"Skolik A, Mangini S, B\u00e4ck T, Macchiavello C, Dunjko V (2023) Quantum multi-agent reinforcement learning for aerial ad-hoc networks. EPJ Quant Technol 10(1):1","journal-title":"EPJ Quant Technol"},{"key":"862_CR21","unstructured":"Farhi E, Goldstone J, Gutmann S, Sipser M (2000) arXiv:quant-ph\/0001106"},{"key":"862_CR22","unstructured":"Farhi E, Goldstone J, Gutmann S (2014) arXiv preprint arXiv:1411.4028"},{"key":"862_CR23","unstructured":"Cellini L, Macaluso A, Lombardi M (2023) arXiv preprint arXiv:2309.12678"},{"key":"862_CR24","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1016\/j.trb.2020.10.003","volume":"142","author":"J Ke","year":"2020","unstructured":"Ke J, Yang H, Zheng Z (2020) On ride-pooling and traffic congestion. Transp Res Part B Methodol 142:213","journal-title":"Transp Res Part B Methodol"},{"key":"862_CR25","unstructured":"Cattelan M, Yarkoni S (2022) arXiv preprint arXiv:2212.04894"},{"key":"862_CR26","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1016\/j.artint.2015.08.004","volume":"229","author":"T Rahwan","year":"2015","unstructured":"Rahwan T, Michalak TP, Wooldridge M, Jennings NR (2015) Coalition structure generation: a survey. Artif Intell 229:139. https:\/\/doi.org\/10.1016\/j.artint.2015.08.004","journal-title":"Artif Intell"},{"key":"862_CR27","doi-asserted-by":"publisher","unstructured":"Venkatesh SM, Macaluso A, Klusch M (2022) Proceedings of the 19th ACM International Conference on Computing Frontiers (Association for Computing Machinery, New York, NY, USA, 2022), CF \u201922, p. 189\u2013192. https:\/\/doi.org\/10.1145\/3528416.3530235","DOI":"10.1145\/3528416.3530235"},{"key":"862_CR28","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1613\/jair.3715","volume":"45","author":"T Voice","year":"2012","unstructured":"Voice T, Polukarov M, Jennings NR (2012) Coalition structure generation over graphs. J Artif Intell Res 45:165","journal-title":"J Artif Intell Res"},{"key":"862_CR29","doi-asserted-by":"crossref","unstructured":"Venkatesh SM, Macaluso A, Klusch M (2023) Computational Science\u2014ICCS 2023. Springer, Cham, pp. 138\u2013152","DOI":"10.1007\/978-3-031-36030-5_11"},{"key":"862_CR30","doi-asserted-by":"publisher","unstructured":"Venkatesh SM, Macaluso A, Klusch A (2023) Proceedings of the 20th ACM International Conference on Computing Frontiers (Association for Computing Machinery, New York, NY, USA, 2023), CF \u201923, p. 197\u2013200. https:\/\/doi.org\/10.1145\/3587135.3592192","DOI":"10.1145\/3587135.3592192"},{"key":"862_CR31","unstructured":"Venkatesh SM, Macaluso A, Nuske M, Klusch M, Dengel A (2023) arXiv preprint arXiv:2311.12912"},{"key":"862_CR32","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1016\/j.cirpj.2021.03.006","volume":"33","author":"B Denkena","year":"2021","unstructured":"Denkena B, Schinkel F, Pirnay J, Wilmsmeier S (2021) Quantum algorithms for process parallel flexible job shop scheduling. CIRP J Manuf Sci Technol 33:100. https:\/\/doi.org\/10.1016\/j.cirpj.2021.03.006","journal-title":"CIRP J Manuf Sci Technol"},{"key":"862_CR33","unstructured":"Cattelan M, Yarkoni S (2023) arXiv preprint arXiv:2304.03037"},{"key":"862_CR34","doi-asserted-by":"publisher","unstructured":"Finzgar JR, Ross P, Holscher L, Klepsch J, Luckow A (2022) 2022 IEEE International Conference on Quantum Computing and Engineering (QCE) (IEEE, 2022). https:\/\/doi.org\/10.1109\/qce53715.2022.00042","DOI":"10.1109\/qce53715.2022.00042"},{"key":"862_CR35","doi-asserted-by":"crossref","unstructured":"Kiwit FJ, Marso M, Ross P, Riofr\u00c3\u00ado CA, Klepsch J, Luckow A (2023)Application-oriented benchmarking of quantum generative learning using quark","DOI":"10.1109\/QCE57702.2023.00061"},{"key":"862_CR36","doi-asserted-by":"publisher","first-page":"759","DOI":"10.22331\/q-2022-07-07-759","volume":"6","author":"E Farhi","year":"2022","unstructured":"Farhi E, Goldstone J, Gutmann S, Zhou L (2022) The quantum approximate optimization algorithm and the Sherrington\u2013Kirkpatrick model at infinite size. Quantum 6:759. https:\/\/doi.org\/10.22331\/q-2022-07-07-759","journal-title":"Quantum"},{"key":"862_CR37","doi-asserted-by":"publisher","unstructured":"Claes J, Dam Wv (2021) Instance independence of single layer quantum approximate optimization algorithm on mixed-spin models at infinite size. Quantum 5:542. https:\/\/doi.org\/10.22331\/q-2021-09-15-542","DOI":"10.22331\/q-2021-09-15-542"},{"key":"862_CR38","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevA.107.012412","volume":"107","author":"D Headley","year":"2023","unstructured":"Headley D, Wilhelm FK (2023) Revealing cell vulnerability in Alzheimer\u2019s disease by single-cell transcriptomics. Phys Rev A 107:012412. https:\/\/doi.org\/10.1103\/PhysRevA.107.012412","journal-title":"Phys Rev A"},{"issue":"1","key":"862_CR39","doi-asserted-by":"publisher","first-page":"4812","DOI":"10.1038\/s41467-018-07090-4","volume":"9","author":"JR McClean","year":"2018","unstructured":"McClean JR, Boixo S, Smelyanskiy VN, Babbush R, Neven H (2018) Barren plateaus in quantum neural network training landscapes. Nat Commun 9(1):4812. https:\/\/doi.org\/10.1038\/s41467-018-07090-4","journal-title":"Nat Commun"},{"issue":"1","key":"862_CR40","doi-asserted-by":"publisher","first-page":"6961","DOI":"10.1038\/s41467-021-27045-6","volume":"12","author":"S Wang","year":"2021","unstructured":"Wang S, Fontana E, Cerezo M, Sharma K, Sone A, Cincio L, Coles PJ (2021) Noise-induced barren plateaus in variational quantum algorithms. Nat Commun 12(1):6961. https:\/\/doi.org\/10.1038\/s41467-021-27045-6","journal-title":"Nat Commun"},{"key":"862_CR41","unstructured":"Schumann M, Wilhelm FK, Ciani A (2023) arXiv preprint arXiv:2310.08405"},{"key":"862_CR42","volume-title":"Quantum computation and quantum information: 10th anniversary edition","author":"MA Nielsen","year":"2011","unstructured":"Nielsen MA, Chuang IL (2011) Quantum computation and quantum information: 10th anniversary edition, 10th edn. Cambridge University Press, Cambridge","edition":"10"},{"key":"862_CR43","unstructured":"Q(AI)2 homepage. https:\/\/qai2.de. To be online on March 31"}],"container-title":["KI - K\u00fcnstliche Intelligenz"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-024-00862-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13218-024-00862-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-024-00862-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,24]],"date-time":"2025-02-24T12:55:51Z","timestamp":1740401751000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13218-024-00862-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,17]]},"references-count":43,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2024,12]]}},"alternative-id":["862"],"URL":"https:\/\/doi.org\/10.1007\/s13218-024-00862-9","relation":{},"ISSN":["0933-1875","1610-1987"],"issn-type":[{"type":"print","value":"0933-1875"},{"type":"electronic","value":"1610-1987"}],"subject":[],"published":{"date-parts":[[2024,7,17]]},"assertion":[{"value":"20 February 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 July 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 July 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}