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    <pre style="white-space:pre-line"><code>This is a translation (including minor revisions) of an essay entitled "Computerkreativität.   AI  CRE ATIVIT Y  –  SOME
 Maschinelles Lernen und die Künste Künstlicher Intelligenzen", first published in: Dotzler,
                H I S T O RI C A L                              RE M A RK S
 B. J. & Karpat, B. (2021). Götzendämmerung. Kunst und Künstliche Intelligenz. Bielefeld.
                A reliable starting point for such an intervention is to situate current phe-
                nomena in their respective historical contexts. For example, it is worth
                remembering that the founding document of AI research, the proposal for
                the Dartmouth Summer Research Project on Artificial Intelligence, written
                1955 by John McCarthy among others, already highlights “randomness
                and creativity” as a relevant field of research on intelligent machines:

 THE SO-CALLED AI REVOLUTION  “A fairly attractive and yet clearly incomplete conjecture is that

                     the difference between creative thinking and unimaginative com-
 In the debates on artificial intelligence (AI), one objection against attri-   petent thinking lies in the injection of some randomness. The ran-
 buting creativity to computers has been raised regularly for decades. It is   domness must be guided by intuition to be efficient. In other words,
 based on the claim that they can only execute what has been designed   the educated guess or the hunch include controlled randomness in
 and programmed by humans. However, already the General Problem   otherwise orderly thinking.” (McCarthy et al., 1955, p. 2).
 Solver, developed by Allen Newell, John C. Shaw, and Herbert A. Simon, in
 the second half of the 1950s did not define every state of its system   From today’s point of view, the description of the connection be-
 a priori, but linked the occurrence of rules to the conditions of their appli-  tween creativity and randomness may not be merely obviously incomplete,
 cability (Newell et al., 1959). So-called machine learning methods, however,   but under-complex. After all, the impression is given here that random-
 go a considerable step further in this respect. Their central characteristic   ness is a kind of ingredient which, as a component of a recipe to produce
 is that they enable computers to master different tasks (automatically)   a creative machine, merely has to be provided in the right dosage and for
 without in principle being explicitly programmed to do so (Samuel, 1959).   which, in the end, the most important thing is to ensure that it proves to
 Among the existing approaches to machine learning, artificial neural net-  be effective under certain conditions (“guided by intuition”).
 works (ANNs) have given the research field of AI a new upswing after many   Moreover, one could probably add in the spirit of that logic that it
 years of stagnation. Whenever innovations in AI have been discussed in   also satisfies the criterion of efficiency. After all, even notorious skeptics
 the last ten years or so, whether with reference to self-driving cars, to   of AI are willing to grant a computer so much creative power that, given
 the prediction of stock market prices or to the field of medical diagnos-  sufficient computing time and capacity, it would be able to combine a cor-

 tics, ANNs were always involved (Sudmann, 2018). And because of this   respondingly large number of words by means of random combinatorics
 technology, computers were also able to achieve hitherto unprecedented   alone and without the implementation of linguistic rules in such a way that,
 performance in the field of creative artistic work: AI systems, we read   at some point, a poem of the quality of Paul Celan’s poetry could emerge.
 everywhere, can now compose music in the style of Bach or Beethoven,   At the end of the 1950s, it was the computer poetry of Theo Lutz
 produce images as if they had been painted by Matisse and Monet, or   which – indeed with random combinations, but still decisively rule-based
 generate texts that, at least at certain points, reveal a literary quality that   – developed stochastic texts on the electronic large-scale ZUSE Z22,
 seemed completely impossible just a few years ago.   a computer operated at that time by Technische Hochschule Stuttgart
 In the art world and creative industries, reactions to the recent AI   (Lutz, 1959; see also Bernhart & Richter, 2021).
 boom have, as expected, been very mixed. For some, whether artists, jour-  From the 1960s onwards, artists and scientists such as Alison
 nalists or scientists, the current manifestations of AI represent a source   Knowles, Margaret Masterman, Max Bense, James Tenney and Robin
 of inspiration, an interesting tool, or a productive intellectual challenge,   McKinnon Wood each generated poetry on computers in their own way
 for others, an outrageous exaggeration or even an existential threat.    (Higgins & Kahn, 2012).
 Admittedly, such contrary assessments have a long tradition. Regardless of    It is also not a new phenomenon that art produced by a computer
 the specific topics and fields of application, fundamental debates about   looks like human-made. One of the well-known examples is described
 the potentials and limits of AI have always seemed to be particularly
 polarizing. Against this background, the following considerations are also
 informed by the question of how not only the developments and promises
 of AI, but also its critical perception and discussion, especially in connec-
 tion with problems of art and creativity, can be critically reflected upon.
 266                                           267</code></pre>
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