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Hyperchat AI is a communication and collaboration architecture that employs intervening AI agents to enable real-time conversational deliberations among networked human teams of unlimited size. Prior work has shown that teams as large as…

Human-Computer Interaction · Computer Science 2026-05-12 Louis Rosenberg , Hans Schumann , Ganesh Mani , Gregg Willcox

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

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

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 a natural phenomenon that enables biological groups to amplify their combined intellect by forming real-time systems. Artificial Swarm Intelligence (or Swarm AI) is a technology that enables networked human groups…

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

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

We develop a network of Bayesian agents that collectively model the mental states of teammates from the observed communication. Using a generative computational approach to cognition, we make two contributions. First, we show that our agent…

Human-Computer Interaction · Computer Science 2023-03-29 Samuel Westby , Christoph Riedl

Suppose we need a deep collective analysis of an open scientific problem: there is a complex scientific hypothesis and a large online group of mutually unrelated experts with relevant private information of a diverse and unpredictable…

Computer Science and Game Theory · Computer Science 2026-01-27 Alexey V. Osipov , Nikolay N. Osipov

We explore the use of aggregative crowdsourced forecasting (ACF) as a mechanism to help operationalize ``collective intelligence'' of human-machine teams for coordinated actions. We adopt the definition for Collective Intelligence as: ``A…

Artificial Intelligence · Computer Science 2024-02-22 Nikolos Gurney , Fred Morstatter , David V. Pynadath , Adam Russell , Gleb Satyukov

Conversational recommender systems (CRS) have advanced with large language models, showing strong results in domains like movies. These domains typically involve fixed content and passive consumption, where user preferences can be matched…

Information Retrieval · Computer Science 2026-02-26 Zheng Hui , Xiaokai Wei , Yexi Jiang , Kevin Gao , Chen Wang , Frank Ong , Se-eun Yoon , Rachit Pareek , Michelle Gong

Generative AI is increasingly transforming creativity into a hybrid human-artificial process, but its impact on the quality and diversity of creative output remains unclear. We study collective creativity using a controlled word-guessing…

Social and Information Networks · Computer Science 2026-02-27 Chenyi Li , Raja Marjieh , Haoyu Hu , Mark Steyvers , Katherine M. Collins , Ilia Sucholutsky , Nori Jacoby

In this study, we investigate the feasibility of using a human-centered artificial intelligence (AI) chat platform where medical specialists collaboratively assess complex cases. As the target population for this platform, we focus on…

Human-Computer Interaction · Computer Science 2025-03-24 Shinnosuke Sawano , Satoshi Kodera

Human-AI teams can be vulnerable to catastrophic failure when feedback from the AI is incorrect, especially under high cognitive workload. Traditional team aggregation methods, such as voting, are susceptible to these AI errors, which can…

Human-Computer Interaction · Computer Science 2025-12-16 Christopher Baker , Stephen Hinton , Akashdeep Nijjar , Riccardo Poli , Caterina Cinel , Tom Reed , Stephen Fairclough

We show that the ability to lead groups of humans is predicted by leadership skill with Artificially Intelligent agents. In a large pre-registered lab experiment, human leaders worked with AI agents to solve problems. Their performance on…

General Economics · Economics 2025-08-06 Ben Weidmann , Yixian Xu , David J. Deming

Group decision-making processes frequently suffer when social influence and power dynamics suppress minority viewpoints, leading to compliance and groupthink. Conversational agents can counteract these harmful dynamics by encouraging…

Human-Computer Interaction · Computer Science 2025-03-19 Soohwan Lee , Seoyeong Hwang , Dajung Kim , Kyungho Lee

As AI continues to advance, human-AI teams are inevitable. However, progress in AI is routinely measured in isolation, without a human in the loop. It is crucial to benchmark progress in AI, not just in isolation, but also in terms of how…

Human-Computer Interaction · Computer Science 2017-08-18 Prithvijit Chattopadhyay , Deshraj Yadav , Viraj Prabhu , Arjun Chandrasekaran , Abhishek Das , Stefan Lee , Dhruv Batra , Devi Parikh

As large language model (LLM) agents become more prevalent in real world social settings, social intelligence will play an increasingly critical role. But social intelligence is still a poorly defined construct, for humans and artificial…

Computers and Society · Computer Science 2026-04-13 David Shoresh , Sarit Kraus , Yonatan Loewenstein
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