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AI-enhanced collective intelligence

Interdisciplinary Studies

AI-enhanced collective intelligence

H. Cui and T. Yasseri

Human and AI capabilities can complement each other to exceed what either achieves alone. This review applies complex network science to propose a multilayer model—cognition, physical, and information layers—that captures how diverse humans and varied AI agents interact to shape collective intelligence, examines real-world AI-enhanced examples, and outlines future challenges. Research conducted by Hao Cui and Taha Yasseri.... show more
Abstract
Current societal challenges exceed the capacity of humans operating either alone or collectively. As AI evolves, its role within human collectives will vary from an assistive tool to a participatory member. Humans and AI possess complementary capabilities that, together, can surpass the collective intelligence of either humans or AI in isolation. However, the interactions in human-AI systems are inherently complex, involving intricate processes and interdependencies. This review incorporates perspectives from complex network science to conceptualize a multilayer representation of human-AI collective intelligence, comprising cognition, physical, and information layers. Within this multilayer network, humans and AI agents exhibit varying characteristics; humans differ in diversity from surface-level to deep-level attributes, while AI agents range in degrees of functionality and anthropomorphism. We explore how agents' diversity and interactions influence the system's collective intelligence and analyze real-world instances of AI-enhanced collective intelligence. We conclude by considering potential challenges and future developments in this field.
Publisher
Patterns
Published On
Nov 08, 2024
Authors
Hao Cui, Taha Yasseri
Tags
Human-AI collective intelligence
Multilayer networks
Complex network science
Agent diversity
Cognition layer
AI anthropomorphism
Information layer
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