Skip to content

Collective creativity in hybrid societies

Sep 2026 · 0 citations · 95 references
Computer Science

TL;DR

It is argued that creativity in the context of generative AI is best understood as a property of hybrid collectives, or populations of interacting people and algorithms, rather than of individuals.

Abstract

Generative AI is changing how cultural artifacts are created and circulated, and with it our understanding of creativity itself. Researchers disagree about whether these tools enrich or impoverish culture, and we argue that much of that disagreement comes from conflating two distinct components of creativity: novelty, a property of single artifacts, and diversity, a property of populations. We argue further that creativity in the context of generative AI is best understood as a property of hybrid collectives, or populations of interacting people and algorithms, rather than of individuals. AI-assisted ideation reliably raises the novelty of individual output while narrowing diversity in the aggregate, but this is not an inevitable consequence of putting machines in the loop. Because humans and models search in complementary ways, mixed groups can outperform and out-diversify groups of either kind alone, and machine-discovered solutions can enter human culture and persist there. What decides the outcome is composition: which agents are present, in what proportion, and how they are connected. The question is no longer whether AI helps or harms creativity, but which mixtures let individual gains accumulate without eroding collective diversity.

View source

Similar papers

Aug 2026

The politics of creative attribution: generative artificial intelligence, human agency, and the ethics of co-creation

It is concluded that resistance to attributing creativity to GenAI reflects genuine conceptual distinctions alongside persistent anthropocentric assumptions, and that current deployment practices carry ethical implications that demand an institutional response rather than case-by-case management.

Carlos Ferran · 0 citations
#generative ai Book Open access Oct 2026

Combinatorial Capture: Generative AI and the Displacement of Transformational Creative Work

It is argued that current generative AI systematically favors combinatorial creativity while offering weaker support for transformational creativity, and that HCI should evaluate AI tools not only by the quality of creative outputs they enable but by the distribution of creative types they support, privilege, or suppre...

Peter Dalsgaard · 0 citations
#generative ai Review Open access Sep 2026

The convergence paradox: a constructivist account of perceived template convergence and originative agency under generative artificial intelligence

Generative artificial intelligence (AI) has raised a widely shared concern that human cognitive and creative output is drifting toward common templates. The terms used to describe this drift, including algorithmic monoculture, outcome homogenization, and the loss of collective diversity, all characterize systems, popul...

Qi-Tian Cao, Zi-Ran Zhou, Lin Wang et al. · 0 citations
Open access Sep 2026

Artificial Intelligence and the Death of the Author:

How the concept of the death of the author in a metaphorical sense discussed by Barthes is currently being turned into a technological one is examined and analyzed to address the gap regarding what kind of thing AI-generated artworks are or should be referred to.

I. Aleksandruk, O. Palchevska, Alina Androshchuck · 0 citations
Review Open access Aug 2026

Creators have difficulty abandoning ideas they generated

Creativity researchers often distinguish between two stages of the creative process: generation versus selection. While much is known about the psychology of idea generation (e.g., the factors that lead to a greater number of novel and useful ideas), less is understood about the nature of selection, or how generation...

Jin Kim, George E. Newman · 0 citations

Related blog posts

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.