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Conversational Swarm Intelligence (CSI) is a communication technology that enables large, networked groups (25 to 2500 people) to hold real-time conversational deliberations online. Modeled on the dynamics of biological swarms, CSI enables…

Human-Computer Interaction · Computer Science 2024-01-10 Louis Rosenberg , Gregg Willcox , Hans Schumann , Ganesh Mani

Conversational Swarm Intelligence (CSI) is a new technology that enables human groups of potentially any size to hold real-time deliberative conversations online. Modeled on the dynamics of biological swarms, CSI aims to optimize group…

Human-Computer Interaction · Computer Science 2024-12-30 Louis Rosenberg , Gregg Willcox , Hans Schumann

Conversational Swarm Intelligence (CSI) is a new method for enabling large human groups to hold real-time networked conversations using a technique modeled on the dynamics of biological swarms. Through the novel use of conversational agents…

Human-Computer Interaction · Computer Science 2023-09-08 Louis Rosenberg , Gregg Willcox , Hans Schumann , Miles Bader , Ganesh Mani , Kokoro Sagae , Devang Acharya , Yuxin Zheng , Andrew Kim , Jialing Deng

Real-time conversational deliberation is a critical groupwise method for reaching decisions, solving problems, evaluating priorities, generating ideas, and producing insights. Unfortunately, real-time conversations are difficult to scale,…

Human-Computer Interaction · Computer Science 2023-09-25 Louis Rosenberg , Gregg Willcox , Hans Schumann , Ganesh Mani

Conversational Swarm Intelligence (CSI) is an AI-facilitated method for enabling real-time conversational deliberations and prioritizations among networked human groups of potentially unlimited size. Based on the biological principle of…

Human-Computer Interaction · Computer Science 2025-04-22 Louis Rosenberg , Hans Schumann , Christopher Dishop , Gregg Willcox , Anita Woolley , Ganesh Mani

Conversational Swarm Intelligence (CSI) is an AI-powered communication and collaboration technology that allows large, networked groups (of potentially unlimited size) to hold thoughtful conversational deliberations in real-time. Inspired…

Human-Computer Interaction · Computer Science 2024-12-18 Louis Rosenberg , Hans Schumann , Christopher Dishop , Gregg Willcox , Anita Woolley , Ganesh Mani

When generating insights from human groups, conversational deliberation is a key method for exploring issues, surfacing ideas, debating options, and converging on solutions. Unfortunately, real-time conversations are difficult to scale,…

Human-Computer Interaction · Computer Science 2024-12-30 Louis Rosenberg , Gregg Willcox , Hans Schumann

Swarm Intelligence (SI) is the property of a system whereby the collective behaviors of (unsophisticated) entities interacting locally with their environment cause coherent functional global patterns to emerge. SI provides a basis with…

Adaptation and Self-Organizing Systems · Physics 2007-05-23 Vitorino Ramos , Carlos Fernandes , Agostinho C. Rosa

Independent from the still ongoing research in measuring individual intelligence, we anticipate and provide a framework for measuring collective intelligence. Collective intelligence refers to the idea that several individuals can…

Artificial Intelligence · Computer Science 2013-07-01 Michel Halmes

Recently, many approaches, such as Chain-of-Thought (CoT) prompting and Multi-Agent Debate (MAD), have been proposed to further enrich Large Language Models' (LLMs) complex problem-solving capacities in reasoning scenarios. However, these…

Multiagent Systems · Computer Science 2025-06-02 Ying Zhu , Heng Zhou , Rui Su , Peiqin Zhuang , Lei Bai

Swarm Intelligence (SI) is the property of a system whereby the collective behaviors of (unsophisticated) entities interacting locally with their environment cause coherent functional global patterns to emerge. SI provides a basis with wich…

Adaptation and Self-Organizing Systems · Physics 2007-05-23 Carlos Fernandes , Vitorino Ramos , Agostinho C. Rosa

Swarm Intelligence (SI) is gaining a lot of popularity in artificial intelligence, where the natural behavior of animals and insects is observed and translated into computer algorithms called swarm computing to solve real-world problems.…

Artificial Intelligence · Computer Science 2025-07-17 Chandrashekar Muniyappa , Eunjin Kim

Hyperchat AI is a novel agentic technology that enables thoughtful conversations among networked human groups of potentially unlimited size. It allows large teams to discuss complex issues, brainstorm ideas, surface risks, assess…

Human-Computer Interaction · Computer Science 2025-11-11 Hans Schumann , Louis Rosenberg , Ganesh Mani , Gregg Willcox

With the rapid upliftment of technology, there has emerged a dire need to fine-tune or optimize certain processes, software, models or structures, with utmost accuracy and efficiency. Optimization algorithms are preferred over other methods…

Neural and Evolutionary Computing · Computer Science 2022-10-03 Thounaojam Chinglemba , Soujanyo Biswas , Debashish Malakar , Vivek Meena , Debojyoti Sarkar , Anupam Biswas

Academic and philanthropic communities have grown increasingly concerned with global catastrophic risks (GCRs), including artificial intelligence safety, pandemics, biosecurity, and nuclear war. Outcomes of many, if not all, risk situations…

Adaptation and Self-Organizing Systems · Physics 2023-09-27 Vicky Chuqiao Yang , Anders Sandberg

Collective Intelligence (CI) is the ability of a group to exhibit greater intelligence than its individual members. Expressed by the common saying that "two minds are better than one," CI has been a topic of interest for social psychology…

Computers and Society · Computer Science 2007-05-23 Dan Steinbock , Craig Kaplan , Marko Rodriguez , Juana Diaz , Newton Der , Suzanne Garcia

Radiologists today play a key role in making diagnostic decisions and labeling images for training A.I. algorithms. Low inter-reader reliability (IRR) can be seen between experts when interpreting challenging cases. While teams-based…

Swarm intelligence is the collective behavior emerging in systems with locally interacting components. Because of their self-organization capabilities, swarm-based systems show essential properties for handling real-world problems such as…

Neural and Evolutionary Computing · Computer Science 2019-11-13 Marcos Oliveira , Diego Pinheiro , Mariana Macedo , Carmelo Bastos-Filho , Ronaldo Menezes

We propose a novel SuperBrain framework for collective intelligence, grounded in the co-evolution of large language models (LLMs) and human users. Unlike static prompt engineering or isolated agent simulations, our approach emphasizes a…

Artificial Intelligence · Computer Science 2025-09-03 Li Weigang , Pedro Carvalho Brom , Lucas Ramson Siefert

We propose a general framework for human-AI collaboration that amplifies the distinct capabilities of both types of intelligence. We refer to this as Generative Collective Intelligence (GCI). GCI employs AI in dual roles: as interactive…

Artificial Intelligence · Computer Science 2025-06-06 Thomas P. Kehler , Scott E. Page , Alex Pentland , Martin Reeves , John Seely Brown
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