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81 Wash. & Lee L. Rev. Online 1 (2023-2024)

handle is hein.journals/waleelro81 and id is 1 raw text is: Artificial Intelligence and
Transformative Use After Warhol
Gary Myers*
Abstract
The Supreme Court's recent decision in Andy Warhol
Foundation for the Visual Arts, Inc. v. Goldsmith clarifies the
scope of transformative use and the role of these uses in the fair
use analysis. This important case has implications for a fair use
analysis of artificial intelligence. This article evaluates the
interaction between copyright law's fair use doctrine and typical
sources and uses for artificial intelligence. In other words, the
article will assess whether or not the use of copyrighted material
to train Al programs-Al inputs-and the products of Al
programs-Al outputs-are likely to found to be transformative
in light of the Warhol framework. This article assesses the
potential fair use analysis for generative Al applications in light
of Warhol's analytical framework. The central question in
Warhol is the scope of transformative use versus a use that is
derivative and which supplants a market for the original
copyrighted work. Whether the use of copyrighted material to
train Al programs and the products of Al programs are likely
to found to be transformative in light of the Warhol framework
is an intensely factual inquiry. This article concludes that the use
of copyrighted material as inputs for training Al programs
is-by itself-likely to be found to be a transformative fair use in
most circumstances. The more difficult question is how Al
outputs are analyzed. Fair use is necessarily a case-by-case
inquiry. In light of cases like Warhol and Google v. Oracle, the
* Earl F. Nelson Professor of Law, University of Missouri School of Law.
I wish to thank Meghan McAuliff for her helpful research assistance.

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