{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T12:44:07Z","timestamp":1781613847736,"version":"3.54.5"},"publisher-location":"Cham","reference-count":31,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030166663","type":"print"},{"value":"9783030166670","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-16667-0_2","type":"book-chapter","created":{"date-parts":[[2019,4,9]],"date-time":"2019-04-09T23:44:24Z","timestamp":1554853464000},"page":"18-34","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Adversarial Evolution and Deep Learning \u2013 How Does an Artist Play with Our Visual System?"],"prefix":"10.1007","author":[{"given":"Alan","family":"Blair","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"2_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-31727-9_10","volume-title":"Computers and Creativity","author":"P Galanter","year":"2012","unstructured":"Galanter, P.: Computational aesthetic evaluation: past and future. In: McCormack, P., d\u2019Inverno, M. (eds.) Computers and Creativity. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-31727-9_10"},{"issue":"2","key":"2_CR2","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1162\/LEON_a_00533","volume":"47","author":"J McCormack","year":"2014","unstructured":"McCormack, J., Bown, O., Dorin, A., McCabe, J., Monro, G., Whitelaw, M.: Ten questions concerning generative computer art. Leonardo 47(2), 135\u2013141 (2014)","journal-title":"Leonardo"},{"key":"2_CR3","volume-title":"The Blind Watchmaker: Why the Evidence of Evolution Reveals a World Without Design","author":"R Dawkins","year":"1986","unstructured":"Dawkins, R.: The Blind Watchmaker: Why the Evidence of Evolution Reveals a World Without Design. Norton, New York (1986)"},{"issue":"4","key":"2_CR4","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1145\/127719.122752","volume":"25","author":"K Sims","year":"1991","unstructured":"Sims, K.: Artificial evolution for computer graphics. ACM Comput. Graph. 25(4), 319\u2013328 (1991)","journal-title":"ACM Comput. Graph."},{"issue":"4","key":"2_CR5","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1109\/TEVC.2011.2166764","volume":"16","author":"T Kowaliw","year":"2012","unstructured":"Kowaliw, T., Dorin, A., McCormack, J.: Promoting creative design in interactive evolutionary computation. IEEE Trans. Evol. Comput. 16(4), 523\u2013536 (2012)","journal-title":"IEEE Trans. Evol. Comput."},{"issue":"3","key":"2_CR6","doi-asserted-by":"publisher","first-page":"373","DOI":"10.1162\/EVCO_a_00030","volume":"19","author":"J Secretan","year":"2011","unstructured":"Secretan, J., et al.: Picbreeder: a case study in collaborative evolutionary exploration of design space. Evol. Comput. 19(3), 373\u2013403 (2011)","journal-title":"Evol. Comput."},{"key":"2_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1007\/978-3-642-29142-5_17","volume-title":"Evolutionary and Biologically Inspired Music, Sound, Art and Design","author":"P Machado","year":"2012","unstructured":"Machado, P., Correia, J., Romero, J.: Expression-based evolution of faces. In: Machado, P., Romero, J., Carballal, A. (eds.) EvoMUSART 2012. LNCS, vol. 7247, pp. 187\u2013198. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-29142-5_17"},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Nguyen, A., Yosinski, J., Clune, J.: Deep neural networks are easily fooled: high confidence predictions for unrecognizable images. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 427\u2013436 (2015)","DOI":"10.1109\/CVPR.2015.7298640"},{"issue":"2","key":"2_CR9","doi-asserted-by":"publisher","first-page":"325","DOI":"10.1080\/09540099408915729","volume":"6","author":"S Baluja","year":"1994","unstructured":"Baluja, S., Pomerlau, D., Todd, J.: Towards automated artificial evolution for computer-generated images. Connection Sci. 6(2), 325\u2013354 (1994)","journal-title":"Connection Sci."},{"key":"2_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1007\/978-3-642-20520-0_31","volume-title":"Applications of Evolutionary Computation","author":"A Ek\u00e1rt","year":"2011","unstructured":"Ek\u00e1rt, A., Sharma, D., Chalakov, S.: Modelling human preference in evolutionary art. In: Di Chio, C., et al. (eds.) EvoApplications 2011. LNCS, vol. 6625, pp. 303\u2013312. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-20520-0_31"},{"key":"2_CR11","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1007\/978-3-642-36955-1_12","volume-title":"Evolutionary and Biologically Inspired Music, Sound, Art and Design","author":"J Correia","year":"2013","unstructured":"Correia, J., Machado, P., Romero, J., Carballal, A.: Feature selection and novelty in computational aesthetics. In: Machado, P., McDermott, J., Carballal, A. (eds.) EvoMUSART 2013. LNCS, vol. 7834, pp. 133\u2013144. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-36955-1_12"},{"key":"2_CR12","unstructured":"Saunders, R., Gero, J.S.: Artificial creativity: a synthetic approach to the study of creative behaviour. In: Computational and Cognitive Models of Creative Design V, pp. 113\u2013139. Key Centre of Design Computing and Cognition, University of Sydney (2001)"},{"key":"2_CR13","series-title":"Natural Computing Series","doi-asserted-by":"publisher","first-page":"318","DOI":"10.1007\/978-3-540-72877-1_18","volume-title":"The Art of Artificial Evolution","author":"P Machado","year":"2008","unstructured":"Machado, P., Romero, J., Manaris, B.: Experiments in computational aesthetics: an iterative approach to stylistic change in evolutionary art. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution. Natural Computing Series, pp. 318\u2013415. Springer, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-72877-1_18"},{"key":"2_CR14","unstructured":"Greenfield, G., Machado, P.: Simulating artist and critic dynamics \u2013 an agent-based application of an evolutionary art system. In: Proceedings of the International Joint Conference on Computational Intelligence (IJCCI), Funchal, Madeira, Portugal, pp. 190\u2013197 (2009)"},{"key":"2_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1007\/978-3-642-12242-2_31","volume-title":"Applications of Evolutionary Computation","author":"Y Li","year":"2010","unstructured":"Li, Y., Hu, C.-J.: Aesthetic learning in an interactive evolutionary art system. In: Di Chio, C., et al. (eds.) EvoApplications 2010. LNCS, vol. 6025, pp. 301\u2013310. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-12242-2_31"},{"key":"2_CR16","unstructured":"Correia, J., Machado, P., Romero, J., Carballal, A.: Evolving figurative images using expression-based evolutionary art. In: 4th International Conference on Computational Creativity (ICCC), pp. 24\u201331 (2013)"},{"key":"2_CR17","unstructured":"Goodfellow, I., et al.: Generative adversarial nets. In: Advances in Neural Information Processing Systems, pp. 2672\u20132680 (2014)"},{"key":"2_CR18","doi-asserted-by":"crossref","unstructured":"Nguyen, A., Clune, J., Bengio, Y., Dosovitskiy, A., Yosinski, J.: Plug & play generative networks: conditional iterative generation of images in latent space. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3510\u20133520 (2017)","DOI":"10.1109\/CVPR.2017.374"},{"key":"2_CR19","doi-asserted-by":"crossref","unstructured":"Soderlund, J., Blair, A.: Adversarial image generation using evolution and deep learning. In: IEEE Congress on Evolutionary Computation (2018)","DOI":"10.1109\/CEC.2018.8477754"},{"key":"2_CR20","doi-asserted-by":"crossref","unstructured":"Blair, A.: Learning the Caesar and Vigenere Cipher by hierarchical evolutionary re-combination. In: IEEE Congress on Evolutionary Computation, pp. 605\u2013612 (2013)","DOI":"10.1109\/CEC.2013.6557624"},{"issue":"11","key":"2_CR21","doi-asserted-by":"publisher","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"Y LeCun","year":"1998","unstructured":"LeCun, Y., Bottou, L., Bengio, Y., Haffner, P.: Gradient-based learning applied to document recognition. Proc. IEEE 86(11), 2278\u20132323 (1998)","journal-title":"Proc. IEEE"},{"key":"2_CR22","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1016\/B978-155860673-9\/50052-5","volume-title":"Creative Evolutionary Systems","author":"S Rooke","year":"2002","unstructured":"Rooke, S.: Eons of genetically evolved algorithmic images. In: Bentley, P.J., Corne, D.W. (eds.) Creative Evolutionary Systems, pp. 339\u2013365. Morgan Kauffmann, San Francisco (2002)"},{"key":"2_CR23","unstructured":"Kingma, D.P., Ba, J.L.: Adam: a method for stochastic optimization. In: International Conference on Learning Representations (ICLR), pp. 1\u201315 (2015)"},{"key":"2_CR24","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1007\/978-3-319-14803-8_15","volume-title":"Artificial Life and Computational Intelligence","author":"AD Blair","year":"2015","unstructured":"Blair, A.D.: Transgenic evolution for classification tasks with HERCL. In: Chalup, S.K., Blair, A.D., Randall, M. (eds.) ACALCI 2015. LNCS (LNAI), vol. 8955, pp. 185\u2013195. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-14803-8_15"},{"key":"2_CR25","doi-asserted-by":"crossref","unstructured":"Blair, A.: Incremental evolution of HERCL programs for robust control. In: Genetic and Evolutionary Computation Conference (GECCO) Companion, pp. 27\u201328 (2014)","DOI":"10.1145\/2598394.2598424"},{"key":"2_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1007\/978-3-319-45823-6_26","volume-title":"Parallel Problem Solving from Nature \u2013 PPSN XIV","author":"J Soderlund","year":"2016","unstructured":"Soderlund, J., Vickers, D., Blair, A.: Parallel hierarchical evolution of string library functions. In: Handl, J., Hart, E., Lewis, P.R., L\u00f3pez-Ib\u00e1\u00f1ez, M., Ochoa, G., Paechter, B. (eds.) PPSN 2016. LNCS, vol. 9921, pp. 281\u2013291. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-45823-6_26"},{"key":"2_CR27","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1007\/978-3-319-51691-2_4","volume-title":"Artificial Life and Computational Intelligence","author":"D Vickers","year":"2017","unstructured":"Vickers, D., Soderlund, J., Blair, A.: Co-evolving line drawings with hierarchical evolution. In: Wagner, M., Li, X., Hendtlass, T. (eds.) ACALCI 2017. LNCS (LNAI), vol. 10142, pp. 39\u201349. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-51691-2_4"},{"key":"2_CR28","unstructured":"Krizhevsky, A.: Learning multiple layers of features from tiny images. Master\u2019s Thesis, Computer Science, University of Toronto (2009)"},{"key":"2_CR29","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.: ImageNet classification with deep convolutional neural networks. In: Advances in Neural Information Processing Systems, pp. 1097\u20131105 (2012)"},{"key":"2_CR30","volume-title":"Fractal Image Compression","author":"M Barnsley","year":"1993","unstructured":"Barnsley, M.: Fractal Image Compression. AK Peters, Natick (1993)"},{"issue":"2","key":"2_CR31","doi-asserted-by":"publisher","first-page":"97","DOI":"10.2307\/1576418","volume":"30","author":"J Schmidhuber","year":"1997","unstructured":"Schmidhuber, J.: Low-complexity art. Leonardo 30(2), 97\u2013103 (1997)","journal-title":"Leonardo"}],"container-title":["Lecture Notes in Computer Science","Computational Intelligence in Music, Sound, Art and Design"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-16667-0_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,12]],"date-time":"2024-03-12T13:50:21Z","timestamp":1710251421000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-16667-0_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030166663","9783030166670"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-16667-0_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"27 March 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"EvoMUSART","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Intelligence in Music, Sound, Art and Design (Part of EvoStar)","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Leipzig","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 April 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 April 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"evomusart2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.evostar.org\/2019\/cfp_evomusart.php","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"}},{"value":"MyReview","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"24","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"16","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"67% - 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"}},{"value":"3.3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}}]}}