Challenging AI Empire: Toward a Decolonial and Queer Framework of Data
Resurgence
Abstract
In the age of AI, when models like DALL-E and ChatGPT impact countless
aspects of our lives, the dehumanizing and harmful features of AI that
have plagued data science since its inception continue resulting in the
routine erasure, exploitation, and subjugation of people of color,
Indigenous people, women, queer, non-binary, immigrant, dis/abled, and
non-Western people. Far from a “glitch” or unintentional error, these
endemic issues are a function of the systemic oppression upon which the
global AI industry is built. Rooted in colonialism, heteropatriarchy,
and racial capitalism, this perpetual oppression shows that we live not
simply in the Age of AI but in the Age of AI Empire. Since
Big Data and algorithms only further reinforce the logics of hegemony,
extractivism, surveillance, and subjugation which drive AI Empire, we
argue that reforming AI from within the same oppressive system that
created it can do little beyond providing band-aid solutions.
Instead, to advance justice, we must radically transform our ideas about
data and technology and develop them from the bottom-up, from the
perspectives of those who stand the most risk of being harmed. Rather
than being perceived as “vulnerable,” the people and communities most
directly impacted by AI are more properly understood as demonstrating
technological ingenuity, alterity, sustained resistances, and refusals
against AI Empire – practices we call Data Resurgence. Through
the lessons learned from Indigenous, decolonial, and queer communities,
we show that data resurgence can be a powerful collective response to AI
Empire based on Anti-coloniality, Relationality, Sovereignty, and
Liberatory Praxis.