• Ajder H (2019) The ethics of deepfakes aren’t always black and white. TNW, Podium. https://thenextweb.com/news/the-ethics-of-deepfakes-arent-always-black-and-white. Accessed 23 Apr 2021

• Ben-Tal O, Harris MT, Sturm BL (2020) How music AI is useful: engagements with composers, performers, and audiences. Leonardo, pp 1–13. https://doi.org/10.1162/leon_a_01959.

• Bissoto A, Valle E, Avila S (2020) debiasing skin lesion datasets and models? Not so fast. In: 2020 IEEE/CVF conference on computer vision and pattern recognition workshops (CVPRW). 2020 IEEE/CVF conference on computer vision and pattern recognition workshops (CVPRW). IEEE, Seattle, WA, USA, pp 3192–3201. https://doi.org/10.1109/CVPRW50498.2020.00378

• Bolukbasi T et al (2016) Man is to computer programmer as woman is to homemaker? Debiasing word embeddings. Available at http://arxiv.org/abs/1607.06520 [cs, stat]. Accessed 10 Mar 2021

• Bonifacic I (2019) Quips is an AI to help ALS patients speak with their own voice. Engadget. Available at https://www.engadget.com/2019-12-18-rolls-royce-quips-als-mnd-speech-ai.html. Accessed 16 July 2021

• Branwen G (2020) GPT-3 creative fiction. Available at https://www.gwern.net/GPT-3. Accessed 16 Apr 2021

• Brodsky (2021) AI software creates ‘new music’ from Nirvana and Amy Winehouse, the independent. https://www.independent.co.uk/arts-entertainment/music/news/ai-songs-27-club-music-b1827003.html. Accessed 21 July 2021

• Canazza S, De Poli G, Rodà A (2015) CaRo 2.0: an interactive system for expressive music rendering. Adv Hum-Comput Interact 2015:1–13. https://doi.org/10.1155/2015/850474

  CrossRef Google Scholar

• Carroll R (2016) Led Zeppelin cleared of stealing riff for stairway to heaven. The Guardian. Available at http://www.theguardian.com/music/2016/jun/23/led-zeppelin-cleared-stairway-to-heaven-lawsuit-spirit. Accessed 16 Apr 2021

• Cole S (2020) Musicians algorithmically generate every possible melody, release them to public domain. VICE. Available at https://www.vice.com/en/article/wxepzw/musicians-algorithmically-generate-every-possible-melody-release-them-to-public-domain.

• Collins N (2020) Composition in the age of AI. Ideas Sonicas 12(23)

  Google Scholar

• Collins T, Laney R (2017) Computer-generated stylistic compositions with long-term repetitive and phrasal structure. J Creative Music Syst 1(2). https://doi.org/10.5920/JCMS.2017.02

• Diakopoulos N, Johnson D (2020) Anticipating and addressing the ethical implications of deepfakes in the context of elections. New Media Soc 1461444820925811. https://doi.org/10.1177/1461444820925811

• Dinan E et al (2020) Queens are powerful too: mitigating gender bias in dialogue generation. Available at http://arxiv.org/abs/1911.03842 [cs]. Accessed 16 July 2021

• Dockterman E (2016) Let’s talk about grand Moff Tarkin in ‘Rogue One’. Time. Available at https://time.com/4604996/rogue-one-grand-moff-tarkin-princess-leia-cgi/. Accessed 16 July 2021

• Dutch Digital Design (2018) The next Rembrandt: bringing the old master back to life. Medium. Available at https://medium.com/@DutchDigital/the-next-rembrandt-bringing-the-old-master-back-to-life-35dfb1653597. Accessed 16 July 2021

• Elder A (2020) Conversation from beyond the grave? A neo-confucian ethics of chatbots of the dead. J Appl Philos 37(1):73–88. https://doi.org/10.1111/japp.12369

  CrossRef Google Scholar

• Epstein V (2021) Text2Image Siren+.ipynb. Available at https://colab.research.google.com/drive/1L14q4To5rMK8q2E6whOibQBnPnVbRJ_7#scrollTo=JUvpdy8BWGuM. Accessed 16 Apr 2021

• Finucane BP (2019) Creating with blockchain technology : the "provably rare" possibilities of crypto art. https://doi.org/10.14288/1.0370991

• Flossmann S Grachten M, Widmer G (2009) Expressive performance rendering: introducing performance context. https://doi.org/10.5281/ZENODO.849619

• Foscarin F et al (2020) ASAP: a dataset of aligned scores and performances for piano transcription. In: 21st international society for music information retrieval conference, pp 534–541

  Google Scholar

• Franceschet M et al (2019) Crypto art: a decentralized view. Available at http://arxiv.org/abs/1906.03263 [cs]. Accessed 23 March 2021

• Frid E, Gomes C, Jin Z (2020) Music creation by example. In: Proceedings of the 2020 chi conference on human factors in computing systems. CHI’20: CHI conference on human factors in computing systems, Honolulu HI USA. ACM, pp 1–13. https://doi.org/10.1145/3313831.3376514

• Gorrostieta C et al (2019) Gender de-biasing in speech emotion recognition. In: Interspeech 2019. Interspeech 2019, ISCA, pp 2823–2827. https://doi.org/10.21437/Interspeech.2019-1708

• Gotterbarn DW et al (2018) ACM code of ethics and professional conduct. Association for Computing Machinery. Available at https://www.acm.org/code-of-ethics. Accessed 19 Oct 2018

• GPT-3 (2020) A robot wrote this entire article. Are you scared yet, human? GPT-3, the Guardian. Available at http://www.theguardian.com/commentisfree/2020/sep/08/robot-wrote-this-article-gpt-3. Accessed 16 Apr 2021

• Grachten M, Krebs F (2014) An assessment of learned score features for modeling expressive dynamics in music. IEEE Trans Multimedia 16(5):1211–1218

  CrossRef Google Scholar

• Grachten M, Widmer G (2011) Explaining musical expression as a mixture of basis functions. In: Proceedings of the 8th sound and music computing conference (SMC 2011)

  Google Scholar

• Greenwald AG (2017) An AI stereotype catcher. Science 356(6334):133–134. https://doi.org/10.1126/science.aan0649

  CrossRef Google Scholar

• Grow K, Grow K (2021) In computer: hear how AI software wrote a "New" Nirvana Song. Rolling Stone, 2 April. Available at https://www.rollingstone.com/music/music-features/nirvana-kurt-cobain-ai-song-1146444/. Accessed 21 July 2021

• Hadjeres G (2021) The piano inpainting application: an A.I.—Enhanced piano performance generation Ableton plugin. Github. Available at https://ghadjeres.github.io/piano-inpainting-application/

• Hanson D et al (2021) SophiaPop!: Experiments in human-AI collaboration on popular music, p 7

  Google Scholar

• Harbinja E, Edwards L, McVey M (2021) Chatbots that resurrect the dead: legal experts weigh in on ‘disturbing’ technology. The Conversation. Available at http://theconversation.com/chatbots-that-resurrect-the-dead-legal-experts-weigh-in-on-disturbing-technology-155436. Accessed 16 July 2021

• Hsu J (2012) Why ‘Uncanny Valley’ human look-alikes put us on edge. Scientific American. Available at https://www.scientificamerican.com/article/why-uncanny-valley-human-look-alikes-put-us-on-edge/. Accessed 16 July 2021

• Huang C-ZA et al (2018) ‘Music Transformer’. Available at: http://arxiv.org/abs/1809.04281 [cs, eess, stat]. Accessed 23 Mar 2021

• J. Walter Thompson Amsterdam (2017) The Next Rembrandt. The Next Rembrandt. Available at https://www.nextrembrandt.com. Accessed 16 July 2021

• Kain E (2020) ‘Star Wars’ deepfake ‘Fixes’ that crazy ‘Mandalorian’ season 2 finale cameo. Forbes. Available at https://www.forbes.com/sites/erikkain/2020/12/23/star-wars-fan-fixes-that-crazy-mandalorian-cameo-with-a-stellar-deepfake/. Accessed 16 July 2021

• Keats J (2020) Film photography can never be replaced. Wired, 21 April. Available at https://www.wired.com/story/film-photography-can-never-be-replaced/. Accessed 16 Apr 2021

• Kiessling A (2021) Alex Kiessling: gallery. Alex Kiessling. Available at: https://www.alexkiessling.com/gallery/. Accessed 15 Apr 2021

• King T (2019) Human-like playtesting with deep learning. Medium. Available at https://medium.com/techking/human-like-playtesting-with-deep-learning-92adafffe921. Accessed 15 Apr 2021

• Knotts S, Collins N (2020) A survey on the uptake of music AI software. In: Proceedings of the international conference on new interfaces of musical expression. new interfaces of musical expression. NIME, Birmingham, UK, pp 499–504

  Google Scholar

• Larsson S, Heintz F (2020) Transparency in artificial intelligence. Internet Policy Rev 9(2). https://doi.org/10.14763/2020.2.1469

• Liebman E, Stone P (2020) Artificial musical intelligence: a survey. Available at http://arxiv.org/abs/2006.10553 [cs, eess]. Accessed 7 Apr 2021

• Lost Tapes of the 27 Club (2021). Available at https://losttapesofthe27club.com/. Accessed 21 July 2021

• Louie R et al (2020) Novice-AI music co-creation via AI-steering tools for deep generative models. In: Proceedings of the 2020 CHI conference on human factors in computing systems. CHI ’20: CHI conference on human factors in computing systems. ACM, Honolulu, HI, USA, pp 1–13. https://doi.org/10.1145/3313831.3376739

• MacCarthy M, Propp K (2021) Machines learn that Brussels writes the rules: the EU’s new AI regulation. Lawfare. Available at https://www.lawfareblog.com/machines-learn-brussels-writes-rules-eus-new-ai-regulation. Accessed 21 July 2021

• Martinez FJ (2019) AI and creativity—Is it ethical; will it kill creativity?, Ethics in graphic design, 3 June. Available at http://www.ethicsingraphicdesign.org/ai-and-creativity-is-it-ethical-will-it-kill-creativity/. Accessed 10 March 2021

• Meskys E et al (2019) Regulating deep fakes: legal and ethical considerations. SSRN Scholarly Paper ID 3497144. Social Science Research Network, Rochester, NY. Available at https://papers.ssrn.com/abstract=3497144. Accessed 23 Apr 2021

• MIT Media Lab (2017) Deep empathy. Available at http://deepempathy.mit.edu. Accessed 16 July 2021

• Ncube CB, Oriakhogba DO (2018) Monkey selfie and authorship in copyright law: the Nigerian and South African perspectives. Potchefstroom Electron Law J 21:1–35. https://doi.org/10.17159/1727-3781/2018/v21i0a4979

  CrossRef Google Scholar

• Neilan D (2018) These maniacs will not stop until Nic Cage is in every movie. The A.V. Club. Available at https://www.avclub.com/these-maniacs-will-not-stop-until-nic-cage-is-in-every-1829302082. Accessed 16 July 2021

• Roberts A et al (2019) Magenta studio: augmenting creativity with deep learning in Ableton live. https://doi.org/10.5281/ZENODO.4285266

• Rosner H (2021) The ethics of a deepfake Anthony Bourdain voice. The New Yorker. Available at https://www.newyorker.com/culture/annals-of-gastronomy/the-ethics-of-a-deepfake-anthony-bourdain-voice. Accessed 20 July 2021

• Scribner C (2000) Peter Paul Rubens. Biography, style, & facts. Encyclopedia Britannica. Available at https://www.britannica.com/biography/Peter-Paul-Rubens. Accessed 23 March 2021

• Smith AE (2021) GANs + Sanrio = Ganrio!. Medium. Available at https://amyelizabethsmith01.medium.com/gans-sanrio-ganrio-21e263666929. Accessed 16 Apr 2021

• Stoffregen TA et al (2008) Motion sickness and postural sway in console video games. Hum Fact: J Hum Fact Ergon Soc 50(2):322–331. https://doi.org/10.1518/001872008X250755

  CrossRef Google Scholar

• Suciu P (2020) Deepfake star wars videos portent ways the technology could be employed for good and bad. Forbes. Available at https://www.forbes.com/sites/petersuciu/2020/12/11/deepfake-star-wars-videos-portent-ways-the-technology-could-be-employed-for-good-and-bad/. Accessed 16 July 2021

• Tangcay J (2021) Anthony Bourdain voice re-creation in documentary raises controversy. Variety. Available at https://variety.com/2021/artisans/news/anthony-bourdain-fake-voice-roadrunner-documentary-backlash-1235020878/. Accessed 16 July 2021

• The Method Case (2013) Long distance art one artist, two robots and three paintings. The Method Case, 23 November. Available at https://www.themethodcase.com/video-long-distance-art-one-artist-two-robots-three-paintings/. Accessed 15 Apr 2021

• Toews R (2020) Deepfakes are going to Wreak Havoc on society. We are not prepared. Forbes. Available at https://www.forbes.com/sites/robtoews/2020/05/25/deepfakes-are-going-to-wreak-havoc-on-society-we-are-not-prepared/. Accessed 15 Apr 2021

• United States Department of Labor (2020) OSHA technical manual (OTM)—Section IV: Chapter 4. Occupational safety and health administration. Available at https://www.osha.gov/otm/section-4-safety-hazards/chapter-4. Accessed 16 April 2021

• Vallor S (2016) Technology and the virtues: a philosophical guide to a future worth wanting. Oxford University Press, New York, NY

  CrossRef Google Scholar

• Vear C (2020) Creative AI and musicking robots. In: 1st Workshop on creativity and robotics, 12th International conference on social robotics (ICSR 2020), Colorado, USA. Available at https://dora.dmu.ac.uk/handle/2086/20477. Accessed 20 July 2021

• Wareing J (2021) ‘I made GPT-3 read every @emfcamp talk title and then asked it to write new ones. A thread. https://t.co/M6xZgmyuCN. @jonty, 5 March. Available at https://twitter.com/jonty/status/1367932738691596295. Accessed 16 Apr 2021

• Whitwam R (2020) New tool generates every possible melody for public domain use. ExtremeTech. Available at https://www.extremetech.com/extreme/306575-new-tool-generates-every-possible-melody-for-public-domain-use

• Widmer G (2002) Machine discoveries: a few simple, robust local expression principles. J New Music Res 31(1):37–50. https://doi.org/10.1076/jnmr.31.1.37.8103

  CrossRef Google Scholar

• Widmer G, Goebl W (2004) Computational models of expressive music performance: the state of the art. J New Music Res 33(3):203–216. https://doi.org/10.1080/0929821042000317804

  CrossRef Google Scholar

• Wikipedia (2021) Ship of Theseus. Available at: https://en.wikipedia.org/wiki/Ship_of_Theseus#Thought_experiment. Accessed 4 July 2021

• Wolf MJ, Miller KW, Grodzinsky FS (2017) Why we should have seen that coming: comments on Microsoft’s Tay "Experiment", and Wider implications. ORBIT J 1(2):1–12. https://doi.org/10.29297/orbit.v1i2.49

  CrossRef Google Scholar

• Yin Z et al (2021) "A good algorithm does not steal—it imitates": the originality report as a means of measuring when a music generation algorithm copies too much. In: Proceedings of EvoMUSART. EvoMUSART 2021 (in press)

  Google Scholar

• Zhou Y et al (2020) Generative melody composition with human-in-the-loop Bayesian optimization. https://doi.org/10.5281/ZENODO.4285364

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Flick, C., Worrall, K. (2022). The Ethics of Creative AI. In: Vear, C., Poltronieri, F. (eds) The Language of Creative AI. Springer Series on Cultural Computing. Springer, Cham. https://doi.org/10.1007/978-3-031-10960-7_5

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