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The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities

Authors :
Lehman, Joel
Clune, Jeff
Misevic, Dusan
Adami, Christoph
Altenberg, Lee
Beaulieu, Julie
Bentley, Peter J.
Bernard, Samuel
Beslon, Guillaume
Bryson, David M.
Chrabaszcz, Patryk
Cheney, Nick
Cully, Antoine
Doncieux, Stephane
Dyer, Fred C.
Ellefsen, Kai Olav
Feldt, Robert
Fischer, Stephan
Forrest, Stephanie
Frénoy, Antoine
Gagné, Christian
Goff, Leni Le
Grabowski, Laura M.
Hodjat, Babak
Hutter, Frank
Keller, Laurent
Knibbe, Carole
Krcah, Peter
Lenski, Richard E.
Lipson, Hod
MacCurdy, Robert
Maestre, Carlos
Miikkulainen, Risto
Mitri, Sara
Moriarty, David E.
Mouret, Jean-Baptiste
Nguyen, Anh
Ofria, Charles
Parizeau, Marc
Parsons, David
Pennock, Robert T.
Punch, William F.
Ray, Thomas S.
Schoenauer, Marc
Shulte, Eric
Sims, Karl
Stanley, Kenneth O.
Taddei, François
Tarapore, Danesh
Thibault, Simon
Weimer, Westley
Watson, Richard
Yosinski, Jason
Publication Year :
2018

Abstract

Biological evolution provides a creative fount of complex and subtle adaptations, often surprising the scientists who discover them. However, because evolution is an algorithmic process that transcends the substrate in which it occurs, evolution's creativity is not limited to nature. Indeed, many researchers in the field of digital evolution have observed their evolving algorithms and organisms subverting their intentions, exposing unrecognized bugs in their code, producing unexpected adaptations, or exhibiting outcomes uncannily convergent with ones in nature. Such stories routinely reveal creativity by evolution in these digital worlds, but they rarely fit into the standard scientific narrative. Instead they are often treated as mere obstacles to be overcome, rather than results that warrant study in their own right. The stories themselves are traded among researchers through oral tradition, but that mode of information transmission is inefficient and prone to error and outright loss. Moreover, the fact that these stories tend to be shared only among practitioners means that many natural scientists do not realize how interesting and lifelike digital organisms are and how natural their evolution can be. To our knowledge, no collection of such anecdotes has been published before. This paper is the crowd-sourced product of researchers in the fields of artificial life and evolutionary computation who have provided first-hand accounts of such cases. It thus serves as a written, fact-checked collection of scientifically important and even entertaining stories. In doing so we also present here substantial evidence that the existence and importance of evolutionary surprises extends beyond the natural world, and may indeed be a universal property of all complex evolving systems.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1803.03453
Document Type :
Working Paper