{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T21:02:22Z","timestamp":1784408542110,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":24,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819233809","type":"print"},{"value":"9789819233816","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,19]],"date-time":"2026-07-19T00:00:00Z","timestamp":1784419200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,19]],"date-time":"2026-07-19T00:00:00Z","timestamp":1784419200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-3381-6_29","type":"book-chapter","created":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T20:15:57Z","timestamp":1784405757000},"page":"359-369","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Hypergraph Network Dismantling Model Based on Bipartite Graph Perspective and Reinforcement Learning"],"prefix":"10.1007","author":[{"given":"Jie","family":"Cheng","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yutong","family":"Lu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Li","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Changjun","family":"Fan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,19]]},"reference":[{"issue":"14","key":"29_CR1","doi-asserted-by":"publisher","first-page":"3200","DOI":"10.1103\/PhysRevLett.86.3200","volume":"86","author":"R Pastor-Satorras","year":"2001","unstructured":"Pastor-Satorras, R., Vespignani, A.: Epidemic spreading in scale-free networks. Phys. Rev. Lett. 86(14), 3200\u20133203 (2001)","journal-title":"Phys. Rev. Lett."},{"key":"29_CR2","doi-asserted-by":"publisher","first-page":"665","DOI":"10.1145\/1963405.1963499","volume-title":"Proceedings of the 20th International Conference on World Wide Web","author":"C Budak","year":"2011","unstructured":"Budak, C., Agrawal, D., El Abbadi, A.: Limiting the spread of misinformation in social networks. In: Proceedings of the 20th International Conference on World Wide Web, pp. 665\u2013674. ACM, New York (2011)"},{"key":"29_CR3","doi-asserted-by":"publisher","first-page":"61689","DOI":"10.1109\/ACCESS.2019.2915938","volume":"7","author":"Z Su","year":"2019","unstructured":"Su, Z., Ren, K., Zhang, R., et al.: Disrupting terrorist networks based on link prediction: a case study of the 9\u201311 hijackers network. IEEE Access. 7, 61689\u201361696 (2019)","journal-title":"IEEE Access"},{"issue":"6","key":"29_CR4","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.79.066118","volume":"79","author":"G Ghoshal","year":"2009","unstructured":"Ghoshal, G., et al.: Random hypergraphs and their applications. Phys. Rev. E. 79(6), 066118 (2009)","journal-title":"Phys. Rev. E"},{"key":"29_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.physrep.2020.05.004","volume":"874","author":"F Battiston","year":"2020","unstructured":"Battiston, F., et al.: Networks beyond pairwise interactions: structure and dynamics. Phys. Rep. 874, 1\u201392 (2020)","journal-title":"Phys. Rep."},{"issue":"85","key":"29_CR6","doi-asserted-by":"publisher","first-page":"5162","DOI":"10.21105\/joss.05162","volume":"8","author":"NW Landry","year":"2023","unstructured":"Landry, N.W., et al.: XGI: a Python package for higher-order interaction networks. J. Open Sour. Software. 8(85), 5162 (2023)","journal-title":"J. Open Sour. Software"},{"issue":"6295","key":"29_CR7","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1126\/science.aad9029","volume":"353","author":"AR Benson","year":"2016","unstructured":"Benson, A.R., Gleich, D.F., Leskovec, J.: Higher-order organization of complex networks. Science. 353(6295), 163\u2013166 (2016)","journal-title":"Science"},{"key":"29_CR8","unstructured":"Serviansky, H., et al.: Set2Graph: learning graphs from sets. In: Proceedings of the 34th International Conference on Neural Information Processing Systems, pp. 22080\u201322091 (2020)"},{"issue":"3","key":"29_CR9","doi-asserted-by":"publisher","first-page":"649","DOI":"10.1007\/s10589-012-9458-y","volume":"53","author":"M Di Summa","year":"2012","unstructured":"Di Summa, M., Grosso, A., Locatelli, M.: Branch and cut algorithms for detecting critical nodes in undirected graphs. Comput. Optim. Appl. 53(3), 649\u2013680 (2012)","journal-title":"Comput. Optim. Appl."},{"key":"29_CR10","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1016\/j.cor.2013.09.012","volume":"43","author":"M Ventresca","year":"2014","unstructured":"Ventresca, M., Aleman, D.: A derandomized approximation algorithm for the critical node detection problem. Comput. Oper. Res. 43, 261\u2013270 (2014)","journal-title":"Comput. Oper. Res."},{"issue":"3","key":"29_CR11","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevResearch.3.033282","volume":"3","author":"B Jhun","year":"2021","unstructured":"Jhun, B.: Effective epidemic containment strategy in hypergraphs. Phys. Rev. Res. 3(3), 033282 (2021)","journal-title":"Phys. Rev. Res."},{"issue":"2","key":"29_CR12","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.65.056109","volume":"65","author":"P Holme","year":"2002","unstructured":"Holme, P., Kim, B.J., Yoon, C.N., et al.: Attack vulnerability of complex networks. Phys. Rev. E. 65(2), 056109 (2002)","journal-title":"Phys. Rev. E"},{"key":"29_CR13","volume-title":"Threats to Critical Infrastructure: A Survey","author":"BR Kane","year":"2024","unstructured":"Kane, B.R., et al.: Threats to Critical Infrastructure: A Survey. RAND Corporation, Santa Monica (2024) https:\/\/www.rand.org\/pubs\/research_reports\/RRA2397-2.html"},{"key":"29_CR14","doi-asserted-by":"publisher","first-page":"37954","DOI":"10.1038\/srep37954","volume":"6","author":"L Zdeborov\u00e1","year":"2016","unstructured":"Zdeborov\u00e1, L., Zhang, P., Zhou, H.J.: Fast and simple decycling and dismantling of networks. Sci. Rep. 6, 37954 (2016)","journal-title":"Sci. Rep."},{"key":"29_CR15","doi-asserted-by":"publisher","unstructured":"Yan, D., et al.: HyperCI: a higher order collective influence measure for hypernetwork dismantling. In: Proc. SPIE 12642, Second International Conference on Electronic Information Engineering, Big Data, and Computer Technology (EIBDCT 2023), 126421O (2023). https:\/\/doi.org\/10.1117\/12.2674726","DOI":"10.1117\/12.2674726"},{"issue":"1","key":"29_CR16","doi-asserted-by":"publisher","first-page":"5190","DOI":"10.1038\/s41467-021-25485-8","volume":"12","author":"M Grassia","year":"2021","unstructured":"Grassia, M., De Domenico, M., Mangioni, G.: Machine learning dismantling and early-warning signals of disintegration in complex systems. Nature Commun. 12(1), 5190 (2021)","journal-title":"Nature Commun."},{"issue":"6","key":"29_CR17","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1038\/s42256-020-0177-2","volume":"2","author":"C Fan","year":"2020","unstructured":"Fan, C., Zeng, L., Sun, Y., et al.: Finding key players in complex networks through deep reinforcement learning. Nature Mach. Intell. 2(6), 317\u2013324 (2020)","journal-title":"Nature Mach. Intell."},{"key":"29_CR18","first-page":"1601","volume":"19","author":"D Zhou","year":"2006","unstructured":"Zhou, D., Huang, J., Sch\u00f6lkopf, B.: Learning with hypergraphs: Clustering, classification, and embedding. Adv. Neural Inf. Process. Syst. (NeurIPS). 19, 1601\u20131608 (2006)","journal-title":"Adv. Neural Inf. Process. Syst. (NeurIPS)"},{"issue":"4","key":"29_CR19","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.76.046115","volume":"76","author":"T Zhou","year":"2007","unstructured":"Zhou, T., et al.: Bipartite network projection and personal recommendation. Phys. Rev. E. 76(4), 046115 (2007)","journal-title":"Phys. Rev. E"},{"issue":"1","key":"29_CR20","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevResearch.6.013049","volume":"6","author":"XY Pan","year":"2024","unstructured":"Pan, X.Y., et al.: Robustness of interdependent hypergraphs: A bipartite network framework. Phys. Rev. Res. 6(1), 013049 (2024)","journal-title":"Phys. Rev. Res."},{"issue":"11","key":"29_CR21","doi-asserted-by":"publisher","first-page":"1537","DOI":"10.3390\/e25111537","volume":"25","author":"P Traversa","year":"2023","unstructured":"Traversa, P., et al.: Robustness and complexity of directed and weighted metabolic hypergraphs. Entropy. 25(11), 1537 (2023)","journal-title":"Entropy"},{"issue":"4","key":"29_CR22","first-page":"1547","volume":"64","author":"J Ko","year":"2022","unstructured":"Ko, J., Kook, Y., Shin, K.: Growth patterns and models of real-world hypergraphs. Knowl. Inf. Syst. 64(4), 1547\u20131586 (2022)","journal-title":"Knowl. Inf. Syst."},{"issue":"21","key":"29_CR23","doi-asserted-by":"publisher","first-page":"8685","DOI":"10.1073\/pnas.0701361104","volume":"104","author":"KI Goh","year":"2007","unstructured":"Goh, K.I., et al.: The human disease network. Proc. National Acad. Sci. 104(21), 8685\u20138690 (2007)","journal-title":"Proc. National Acad. Sci."},{"issue":"4","key":"29_CR24","doi-asserted-by":"publisher","first-page":"454","DOI":"10.1016\/j.socnet.2005.11.003","volume":"28","author":"JH Fowler","year":"2006","unstructured":"Fowler, J.H.: Legislative cosponsorship networks in the US House and Senate. Social Netw. 28(4), 454\u2013465 (2006)","journal-title":"Social Netw."}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-3381-6_29","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T20:16:01Z","timestamp":1784405761000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-3381-6_29"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,19]]},"ISBN":["9789819233809","9789819233816"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-3381-6_29","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,19]]},"assertion":[{"value":"19 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Toronto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2026a","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2026\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}