Vector Media
Published on 28. April 2026
Book
Paperback/Softback
176 pages
978-1-5179-2167-5 (ISBN)
Description
Dispelling the notion of "generative" AI
Neural networks are designed to dissolve all media into the vector space-a universal space of commensurability. In Vector Media, Leonardo Impett and Fabian Offert parse theories of automatic vision to trace contemporary artificial intelligence's technical ideology of epistemic reduction, where sensory data is turned into abstracted forms of meaning. Under this regime, bias is not just a question of what is represented but of the logic of representation itself. Drawing on Phil Agre's notion of a critical technical practice, Vector Media reveals how artificial intelligence systems embed new epistemologies of media beneath the surface of their architectures.
Analyzing the techniques underpinning large multimodal artificial intelligence models like DALL-E, Midjourney, Flux, or Stable Diffusion, Impett and Offert offer the concept of neural exchange value: the value cultural artifacts acquire not through meaning or context but through their capacity to function as vectors. In such a system, commensurability becomes a condition of existence: what matters is not what something is but that it can be embedded. Rather than focusing solely on datasets, Vector Media proposes a critical study of vector spaces - and the machine cultures they produce - as a necessary complement to prevailing approaches in AI critique.
Retail e-book files for this title are screen-reader friendly with images accompanied by short alt text and/or extended descriptions.
Neural networks are designed to dissolve all media into the vector space-a universal space of commensurability. In Vector Media, Leonardo Impett and Fabian Offert parse theories of automatic vision to trace contemporary artificial intelligence's technical ideology of epistemic reduction, where sensory data is turned into abstracted forms of meaning. Under this regime, bias is not just a question of what is represented but of the logic of representation itself. Drawing on Phil Agre's notion of a critical technical practice, Vector Media reveals how artificial intelligence systems embed new epistemologies of media beneath the surface of their architectures.
Analyzing the techniques underpinning large multimodal artificial intelligence models like DALL-E, Midjourney, Flux, or Stable Diffusion, Impett and Offert offer the concept of neural exchange value: the value cultural artifacts acquire not through meaning or context but through their capacity to function as vectors. In such a system, commensurability becomes a condition of existence: what matters is not what something is but that it can be embedded. Rather than focusing solely on datasets, Vector Media proposes a critical study of vector spaces - and the machine cultures they produce - as a necessary complement to prevailing approaches in AI critique.
Retail e-book files for this title are screen-reader friendly with images accompanied by short alt text and/or extended descriptions.
More details
Series
Language
English
Place of publication
Minnesota
United States
Target group
Professional and scholarly
Illustrations
10 black and white illustrations
Dimensions
Height: 178 mm
Width: 127 mm
Thickness: 13 mm
Weight
227 gr
ISBN-13
978-1-5179-2167-5 (9781517921675)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Persons
Leonardo Impett is assistant professor in digital humanities at the University of Cambridge and leader of the machine visual culture research group at Bibliotheca Hertziana - Max Planck Institute for Art History.
Fabian Offert is assistant professor of the history and theory of the digital humanities and director of the Center for the Humanities and Machine Learning at the University of California, Santa Barbara.
Johanna Drucker is Breslauer Professor of Bibliographical Studies in the Department of Information Studies at the University of California, Los Angeles.
Fabian Offert is assistant professor of the history and theory of the digital humanities and director of the Center for the Humanities and Machine Learning at the University of California, Santa Barbara.
Johanna Drucker is Breslauer Professor of Bibliographical Studies in the Department of Information Studies at the University of California, Los Angeles.
Content
Contents
Series Foreword
Acknowledgments
Introduction. Modeling Visual Dimensions: Critical Concepts and Intellectual Traditions
Johanna Drucker
1. Critical Technical Practice
2. Machine Bildwissenschaft
3. Vector Media
4. Neural Exchange Value
Authors
Series Foreword
Acknowledgments
Introduction. Modeling Visual Dimensions: Critical Concepts and Intellectual Traditions
Johanna Drucker
1. Critical Technical Practice
2. Machine Bildwissenschaft
3. Vector Media
4. Neural Exchange Value
Authors