{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T07:30:02Z","timestamp":1782977402646,"version":"3.54.5"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783031092336","type":"print"},{"value":"9783031092343","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-031-09234-3_40","type":"book-chapter","created":{"date-parts":[[2022,6,17]],"date-time":"2022-06-17T07:23:45Z","timestamp":1655450625000},"page":"809-829","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Deep Neural Networks Aiding Cryptanalysis: A Case Study of\u00a0the\u00a0Speck Distinguisher"],"prefix":"10.1007","author":[{"given":"Norica","family":"B\u0103cuie\u021bi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lejla","family":"Batina","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stjepan","family":"Picek","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,6,18]]},"reference":[{"key":"40_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"525","DOI":"10.1007\/978-3-662-46706-0_27","volume-title":"Fast Software Encryption","author":"F Abed","year":"2015","unstructured":"Abed, F., List, E., Lucks, S., Wenzel, J.: Differential cryptanalysis of round-reduced Simon and Speck. In: Cid, C., Rechberger, C. (eds.) FSE 2014. LNCS, vol. 8540, pp. 525\u2013545. Springer, Heidelberg (2015). https:\/\/doi.org\/10.1007\/978-3-662-46706-0_27"},{"key":"40_CR2","unstructured":"Bank, D., Koenigstein, N., Giryes, R.: Autoencoders. CoRR abs\/2003.05991 (2020). https:\/\/arxiv.org\/abs\/2003.05991"},{"key":"40_CR3","doi-asserted-by":"publisher","unstructured":"Beaulieu, R., Treatman-Clark, S., Shors, D., Weeks, B., Smith, J., Wingers, L.: The Simon and speck lightweight block ciphers. In: 2015 52nd ACM\/EDAC\/IEEE Design Automation Conference (DAC), pp. 1\u20136 (2015). https:\/\/doi.org\/10.1145\/2744769.2747946","DOI":"10.1145\/2744769.2747946"},{"key":"40_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"805","DOI":"10.1007\/978-3-030-77870-5_28","volume-title":"Advances in Cryptology \u2013 EUROCRYPT 2021","author":"A Benamira","year":"2021","unstructured":"Benamira, A., Gerault, D., Peyrin, T., Tan, Q.Q.: A deeper look at machine learning-based cryptanalysis. In: Canteaut, A., Standaert, F.-X. (eds.) EUROCRYPT 2021. LNCS, vol. 12696, pp. 805\u2013835. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-77870-5_28"},{"key":"40_CR5","doi-asserted-by":"publisher","unstructured":"Biham, E., Shamir, A.: Differential cryptanalysis of des-like cryptosystems, vol. 4, pp. 2\u201321 (1990). https:\/\/doi.org\/10.1007\/3-540-38424-3_1","DOI":"10.1007\/3-540-38424-3_1"},{"key":"40_CR6","unstructured":"Frankle, J., Carbin, M.: The lottery ticket hypothesis: training pruned neural networks. CoRR abs\/1803.03635 (2018). http:\/\/arxiv.org\/abs\/1803.03635"},{"key":"40_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1007\/978-3-030-26951-7_6","volume-title":"Advances in Cryptology \u2013 CRYPTO 2019","author":"A Gohr","year":"2019","unstructured":"Gohr, A.: Improving attacks on round-reduced speck32\/64 using deep learning. In: Boldyreva, A., Micciancio, D. (eds.) CRYPTO 2019. LNCS, vol. 11693, pp. 150\u2013179. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-26951-7_6"},{"key":"40_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"630","DOI":"10.1007\/978-3-319-46493-0_38","volume-title":"Computer Vision \u2013 ECCV 2016","author":"K He","year":"2016","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Identity mappings in deep residual networks. In: Leibe, B., Matas, J., Sebe, N., Welling, M. (eds.) ECCV 2016. LNCS, vol. 9908, pp. 630\u2013645. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-46493-0_38"},{"key":"40_CR9","unstructured":"Hou, Z., Ren, J., Chen, S.: Cryptanalysis of round-reduced simon32 based on deep learning. IACR Cryptol. ePrint Arch. 2021, 362 (2021)"},{"key":"40_CR10","unstructured":"Hou, Z., Ren, J., Chen, S.: Improve neural distinguisher for cryptanalysis. Cryptology ePrint Archive, Report 2021\/1017 (2021). https:\/\/ia.cr\/2021\/1017"},{"key":"40_CR11","unstructured":"Hu, H., Peng, R., Tai, Y., Tang, C.: Network trimming: a data-driven neuron pruning approach towards efficient deep architectures. CoRR abs\/1607.03250 (2016). http:\/\/arxiv.org\/abs\/1607.03250"},{"key":"40_CR12","unstructured":"Ke, G., et al.: LightGBM: a highly efficient gradient boosting decision tree. In: Proceedings of the 31st International Conference on Neural Information Processing Systems, pp. 3149\u20133157. NIPS 2017, Curran Associates Inc., Red Hook, NY, USA (2017)"},{"key":"40_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/3-540-46416-6_2","volume-title":"Advances in Cryptology \u2014 EUROCRYPT \u201991","author":"X Lai","year":"1991","unstructured":"Lai, X., Massey, J.L., Murphy, S.: Markov ciphers and differential cryptanalysis. In: Davies, D.W. (ed.) EUROCRYPT 1991. LNCS, vol. 547, pp. 17\u201338. Springer, Heidelberg (1991). https:\/\/doi.org\/10.1007\/3-540-46416-6_2"},{"key":"40_CR14","unstructured":"Remy, P.: Keract: a library for visualizing activations and gradients (2020). https:\/\/github.com\/philipperemy\/keract"},{"key":"40_CR15","doi-asserted-by":"publisher","unstructured":"Ribeiro, M.T., Singh, S., Guestrin, C.: Why should i trust you? explaining the predictions of any classifier. In: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1135\u20131144. KDD 2016, Association for Computing Machinery, New York, NY, USA (2016). https:\/\/doi.org\/10.1145\/2939672.2939778, https:\/\/doi.org\/10.1145\/2939672.2939778","DOI":"10.1145\/2939672.2939778"},{"key":"40_CR16","unstructured":"Yadav, T., Kumar, M.: Differential-ml distinguisher: machine learning based generic extension for differential cryptanalysis. Cryptology ePrint Archive, Report 2020\/913 (2020). https:\/\/ia.cr\/2020\/913"}],"container-title":["Lecture Notes in Computer Science","Applied Cryptography and Network Security"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-09234-3_40","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,19]],"date-time":"2022-12-19T19:42:39Z","timestamp":1671478959000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-09234-3_40"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031092336","9783031092343"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-09234-3_40","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"18 June 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ACNS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Applied Cryptography and Network Security","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Rome","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 June 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 June 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"acns2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/sites.google.com\/di.uniroma1.it\/acns2022\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"185","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"44","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"5","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"24% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3.7","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"5","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"For the Workshops, 52 papers were submitted, from which 31 were accepted. Additionally they include 5 posters.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}