{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T08:58:49Z","timestamp":1765357129376,"version":"3.40.3"},"publisher-location":"Cham","reference-count":50,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783031037887"},{"type":"electronic","value":"9783031037894"}],"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:\/\/linproxy.fan.workers.dev:443\/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:\/\/linproxy.fan.workers.dev:443\/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\/978-3-031-03789-4_18","type":"book-chapter","created":{"date-parts":[[2022,4,14]],"date-time":"2022-04-14T23:02:49Z","timestamp":1649977369000},"page":"275-291","update-policy":"https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Modern Evolution Strategies for\u00a0Creativity: Fitting Concrete Images and\u00a0Abstract Concepts"],"prefix":"10.1007","author":[{"given":"Yingtao","family":"Tian","sequence":"first","affiliation":[]},{"given":"David","family":"Ha","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,4,15]]},"reference":[{"key":"18_CR1","unstructured":"Alteredqualia. Evolution of mona lisa in javascript and canvas (2008). https:\/\/linproxy.fan.workers.dev:443\/https\/alteredqualia.com\/visualization\/evolve\/. Accessed 1 Dec 2021"},{"key":"18_CR2","unstructured":"Bertoni, F.: Minimalist architecture. Birkh\u00e4user (2002)"},{"key":"18_CR3","doi-asserted-by":"publisher","unstructured":"Beyer, H.G.: The Theory of Evolution Strategies. Springer, Heidelberg (2001). https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1007\/978-3-662-04378-3","DOI":"10.1007\/978-3-662-04378-3"},{"issue":"1","key":"18_CR4","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1023\/A:1015059928466","volume":"1","author":"HG Beyer","year":"2002","unstructured":"Beyer, H.G., Schwefel, H.P.: Evolution strategies-a comprehensive introduction. Nat. Comput. 1(1), 3\u201352 (2002)","journal-title":"Nat. Comput."},{"key":"18_CR5","unstructured":"Cason, K.: Genetic Draw (2016). https:\/\/linproxy.fan.workers.dev:443\/https\/github.com\/kennycason\/genetic_draw. Accessed 1 Dec 2021"},{"key":"18_CR6","unstructured":"Commons, W.: File:040 okertalsperre.jpg \u2013 wikimedia commons the free media repository (2020). https:\/\/linproxy.fan.workers.dev:443\/https\/commons.wikimedia.org\/w\/index.php?title=File:040_Okertalsperre.jpg&oldid=496749636. Accessed 1 Dec 2021"},{"key":"18_CR7","unstructured":"Crowson, K.: Introduction to vqgan+clip (2021). https:\/\/linproxy.fan.workers.dev:443\/https\/docs.google.com\/document\/d\/1Lu7XPRKlNhBQjcKr8k8qRzUzbBW7kzxb5Vu72GMRn2E\/edit. Accessed 1 Dec 2021"},{"key":"18_CR8","unstructured":"Dabrowski, M.: Geometric abstraction (2004). https:\/\/linproxy.fan.workers.dev:443\/https\/www.metmuseum.org\/toah\/hd\/geab\/hd_geab.htm. Accessed 1 Dec 2021"},{"key":"18_CR9","unstructured":"Fernando, C.: Royal academy summer exhibition 2021 submission (2021). https:\/\/linproxy.fan.workers.dev:443\/https\/www.chrisantha.co.uk\/post\/royal-academy-summer-exhibition-2021-submission. Accessed 1 Dec 2021"},{"key":"18_CR10","unstructured":"Fernando, C., Eslami, S., Alayrac, J.B., Mirowski, P., Banarse, D., Osindero, S.: Generative art using neural visual grammars and dual encoders. arXiv preprint arXiv:2105.00162 (2021)"},{"key":"18_CR11","unstructured":"Fogleman, M.: Primitive pictures (2016). https:\/\/linproxy.fan.workers.dev:443\/https\/github.com\/fogleman\/primitive. Accessed 1 Dec 2021"},{"key":"18_CR12","unstructured":"Frans, K., Soros, L., Witkowski, O.: Clipdraw: exploring text-to-drawing synthesis through language-image encoders. arXiv preprint arXiv:2106.14843 (2021)"},{"key":"18_CR13","doi-asserted-by":"crossref","unstructured":"Galatolo, F.A., Cimino, M.G., Vaglini, G.: Generating images from caption and vice versa via clip-guided generative latent space search. arXiv preprint arXiv:2102.01645 (2021)","DOI":"10.5220\/0010503701660174"},{"key":"18_CR14","unstructured":"Gonsalves, R.A.: Ganscapes: using AI to create new impressionist paintings (2021). https:\/\/linproxy.fan.workers.dev:443\/https\/towardsdatascience.com\/ganscapes-using-ai-to-create-new-impressionist-paintings-d6af1cf94c56. Accessed 1 Dec 2021"},{"key":"18_CR15","unstructured":"Ha, D.: Evolving stable strategies. blog.otoro.net (2017). https:\/\/linproxy.fan.workers.dev:443\/http\/blog.otoro.net\/2017\/11\/12\/evolving-stable-strategies\/. Accessed 1 Dec 2021"},{"key":"18_CR16","unstructured":"Ha, D., Eck, D.: A neural representation of sketch drawings. arXiv preprint arXiv:1704.03477 (2017)"},{"key":"18_CR17","doi-asserted-by":"publisher","unstructured":"Harvey, I.: The microbial genetic algorithm. In: Kampis, G., Karsai, I., Szathm\u00e1ry, E. (eds.) ECAL 2009. LNCS (LNAI), vol. 5778, pp. 126\u2013133. Springer, Heidelberg (2011). https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1007\/978-3-642-21314-4_16","DOI":"10.1007\/978-3-642-21314-4_16"},{"issue":"8","key":"18_CR18","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9(8), 1735\u20131780 (1997)","journal-title":"Neural Comput."},{"key":"18_CR19","doi-asserted-by":"crossref","unstructured":"Huang, F., Schoop, E., Ha, D., Canny, J.: Scones: towards conversational authoring of sketches. In: Proceedings of the 25th International Conference on Intelligent User Interfaces, pp. 313\u2013323 (2020)","DOI":"10.1145\/3377325.3377485"},{"key":"18_CR20","doi-asserted-by":"crossref","unstructured":"Huang, Z., Heng, W., Zhou, S.: Learning to paint with model-based deep reinforcement learning. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 8709\u20138718 (2019)","DOI":"10.1109\/ICCV.2019.00880"},{"key":"18_CR21","unstructured":"Jia, C., et al.: Scaling up visual and vision-language representation learning with noisy text supervision. In: International Conference on Machine Learning, pp. 4904\u20134916. PMLR (2021)"},{"key":"18_CR22","unstructured":"Johansson, R.: Genetic programming: evolution of mona lisa (2008). https:\/\/linproxy.fan.workers.dev:443\/https\/rogerjohansson.blog\/2008\/12\/07\/genetic-programming-evolution-of-mona-lisa\/. Accessed 1 Dec 2021"},{"key":"18_CR23","unstructured":"Kato, H., et al.: Differentiable rendering: a survey. arXiv preprint arXiv:2006.12057 (2020)"},{"key":"18_CR24","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)"},{"issue":"1","key":"18_CR25","first-page":"1","volume":"1","author":"A Kolmogorov","year":"1965","unstructured":"Kolmogorov, A.: Three approaches to the quantitative definition of information. Probl. Inf. Trans. 1(1), 1\u20137 (1965)","journal-title":"Probl. Inf. Trans."},{"key":"18_CR26","unstructured":"Kuiper, K.: Modernism (2021). https:\/\/linproxy.fan.workers.dev:443\/https\/www.britannica.com\/art\/Modernism-art. Accessed 1 Dec 2021"},{"issue":"6","key":"18_CR27","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3414685.3417861","volume":"39","author":"S Laine","year":"2020","unstructured":"Laine, S., Hellsten, J., Karras, T., Seol, Y., Lehtinen, J., Aila, T.: Modular primitives for high-performance differentiable rendering. ACM Trans. Graph. 39(6), 1\u201314 (2020)","journal-title":"ACM Trans. Graph."},{"issue":"6","key":"18_CR28","first-page":"1","volume":"39","author":"TM Li","year":"2020","unstructured":"Li, T.M., Luk\u00e1\u010d, M., Gharbi, M., Ragan-Kelley, J.: Differentiable vector graphics rasterization for editing and learning. ACM Trans. Graph. 39(6), 1\u201315 (2020)","journal-title":"ACM Trans. Graph."},{"issue":"3","key":"18_CR29","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1016\/0022-5193(68)90079-9","volume":"18","author":"A Lindenmayer","year":"1968","unstructured":"Lindenmayer, A.: Mathematical models for cellular interactions in development i. filaments with one-sided inputs. J. Theoretic. Biol. 18(3), 280\u2013299 (1968)","journal-title":"J. Theoretic. Biol."},{"key":"18_CR30","doi-asserted-by":"crossref","unstructured":"Liu, S., et al.: Paint transformer: feed forward neural painting with stroke prediction. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 6598\u20136607 (2021)","DOI":"10.1109\/ICCV48922.2021.00653"},{"key":"18_CR31","doi-asserted-by":"crossref","unstructured":"Lopes, R.G., Ha, D., Eck, D., Shlens, J.: A learned representation for scalable vector graphics. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 7930\u20137939 (2019)","DOI":"10.1109\/ICCV.2019.00802"},{"key":"18_CR32","unstructured":"Malkevitchn, J.: Mathematics and art (2003). https:\/\/linproxy.fan.workers.dev:443\/https\/www.ams.org\/publicoutreach\/feature-column\/fcarc-art1. Accessed 1 Dec 2021"},{"key":"18_CR33","unstructured":"Mellor, J.F., et al.: Unsupervised doodling and painting with improved spiral. arXiv preprint arXiv:1910.01007 (2019)"},{"key":"18_CR34","unstructured":"Modern, T.: Minimalism (2018). https:\/\/linproxy.fan.workers.dev:443\/https\/www.tate.org.uk\/art\/art-terms\/m\/minimalism. Accessed 1 Dec 2021"},{"key":"18_CR35","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1007\/978-3-030-16667-0_6","volume-title":"Computational Intelligence in Music, Sound, Art and Design","author":"M Paauw","year":"2019","unstructured":"Paauw, M., van den Berg, D.: Paintings, polygons and plant propagation. In: Ek\u00e1rt, A., Liapis, A., Castro Pena, M. (eds.) EvoMUSART 2019. LNCS, vol. 11453, pp. 84\u201397. Springer, Cham (2019). https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1007\/978-3-030-16667-0_6"},{"key":"18_CR36","unstructured":"Paul, S.: Abstract expressionism (2004). https:\/\/linproxy.fan.workers.dev:443\/https\/www.metmuseum.org\/toah\/hd\/abex\/hd_abex.htm. Accessed 1 Dec 2021"},{"key":"18_CR37","unstructured":"Radford, A., et al.: Learning transferable visual models from natural language supervision. arXiv preprint arXiv:2103.00020 (2021)"},{"key":"18_CR38","unstructured":"Rewald, S.: Cubism. The Metropolitan Museum of Art (2014). https:\/\/linproxy.fan.workers.dev:443\/https\/www.metmuseum.org\/toah\/hd\/cube\/hd_cube.htm. Accessed 1 Dec 2021"},{"issue":"5","key":"18_CR39","first-page":"57","volume":"53","author":"B Rose","year":"1965","unstructured":"Rose, B.: Abc art. Art Am. 53(5), 57\u201369 (1965)","journal-title":"Art Am."},{"key":"18_CR40","unstructured":"Salimans, T., Ho, J., Chen, X., Sidor, S., Sutskever, I.: Evolution strategies as a scalable alternative to reinforcement learning. arXiv preprint arXiv:1703.03864 (2017)"},{"issue":"2","key":"18_CR41","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"},{"issue":"4","key":"18_CR42","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1016\/j.neunet.2009.12.004","volume":"23","author":"F Sehnke","year":"2010","unstructured":"Sehnke, F., Osendorfer, C., R\u00fcckstie\u00df, T., Graves, A., Peters, J., Schmidhuber, J.: Parameter-exploring policy gradients. Neural Netw. 23(4), 551\u2013559 (2010)","journal-title":"Neural Netw."},{"key":"18_CR43","unstructured":"Shahrabi, S.: Procedural paintings with genetic evolution algorithm (2020). https:\/\/linproxy.fan.workers.dev:443\/https\/github.com\/IRCSS\/Procedural-painting. Accessed 1 Dec 2021"},{"key":"18_CR44","unstructured":"Sizigi Studios. Waifu labs (2019). https:\/\/linproxy.fan.workers.dev:443\/https\/waifulabs.com\/. Accessed 1 Dec 2021"},{"key":"18_CR45","unstructured":"Tate. Process art (2021). https:\/\/linproxy.fan.workers.dev:443\/https\/www.tate.org.uk\/art\/art-terms\/p\/process-art. Accessed 1 Dec 2021"},{"key":"18_CR46","unstructured":"Toklu, N.E.: Pgpelib (2020). https:\/\/linproxy.fan.workers.dev:443\/https\/github.com\/nnaisense\/pgpelib. Accessed 1 Dec 2021"},{"key":"18_CR47","doi-asserted-by":"crossref","unstructured":"Toklu, N.E., Liskowski, P., Srivastava, R.K.: Clipup: a simple and powerful optimizer for distribution-based policy evolution. In: International Conference on Parallel Problem Solving from Nature, pp. 515\u2013527. Springer (2020)","DOI":"10.1007\/978-3-030-58115-2_36"},{"key":"18_CR48","unstructured":"Verostko, R.: Algorithmic art (1994). https:\/\/linproxy.fan.workers.dev:443\/http\/www.verostko.com\/algorithm.html. Accessed 1 Dec 2021"},{"key":"18_CR49","unstructured":"Wang, P.: Big sleep: a simple command line tool for text to image generation, using openai\u2019s clip and a biggan (2021). https:\/\/linproxy.fan.workers.dev:443\/https\/github.com\/lucidrains\/big-sleep. Accessed 1 Dec 2021"},{"key":"18_CR50","unstructured":"White, T.: Shared visual abstractions. arXiv preprint arXiv:1912.04217 (2019)"}],"container-title":["Lecture Notes in Computer Science","Artificial Intelligence in Music, Sound, Art and Design"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-03789-4_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,24]],"date-time":"2022-05-24T08:08:49Z","timestamp":1653379729000},"score":1,"resource":{"primary":{"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/link.springer.com\/10.1007\/978-3-031-03789-4_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031037887","9783031037894"],"references-count":50,"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1007\/978-3-031-03789-4_18","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"15 April 2022","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":"Madrid","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","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 April 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 April 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"evomusart2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/linproxy.fan.workers.dev:443\/http\/www.evostar.org\/2022\/","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":"51","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":"20","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":"6","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":"39% - 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","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":"3","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":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}