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This paper presents the development of a distributed application that facilitates the understanding and application of swarm intelligence in solving optimization problems. The platform comprises a search space of customizable random…

Artificial Intelligence · Computer Science 2023-02-01 Karthik Reddy Kanjula , Sai Meghana Kolla

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

Robotic collectives are large groups (at least 50) of locally sensing and communicating robots that encompass characteristics of swarms and colonies, whose emergent behaviors accomplish complex tasks. Future human-collective teams will…

Human-Computer Interaction · Computer Science 2020-04-22 Jason R. Cody , Karina A. Roundtree , Julie A. Adams

We present an experimental and theoretical study of 2-D swarms in which collective behavior emerges from both direct local mechanical coupling between agents and from the exchange and processing of information between agents. Each agent, an…

Physics and Society · Physics 2026-04-28 Shengkai Li , Trung V. Phan , Luca Di Carlo , Gao Wang , Van H. Do , Elia Mikhail , Robert H. Austin , Liyu Liu

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

With the proliferation of versatile Internet of Things (IoT) services, smart IoT devices are increasingly deployed at the edge of wireless networks to perform collaborative machine learning tasks using locally collected data, giving rise to…

Signal Processing · Electrical Eng. & Systems 2022-11-01 Yue Wang , Zhi Tian , Xin Fan , Yan Huo , Cameron Nowzari , Kai Zeng

Large language models (LLMs) achieve strong average performance yet remain unreliable at the instance level, with frequent hallucinations, brittle failures, and poorly calibrated confidence. We study reliability through the lens of…

Artificial Intelligence · Computer Science 2026-01-13 Pranav Kallem

This report represents a roadmap for integrating Artificial Intelligence (AI)-based image analysis algorithms into existing Radiology workflows such that: (1) radiologists can significantly benefit from enhanced automation in various…

Image and Video Processing · Electrical Eng. & Systems 2019-10-16 Engin Dikici , Matthew Bigelow , Luciano M. Prevedello , Richard D. White , Barbaros Selnur Erdal

In sequential decision-making environments, the primary approaches for training agents are Reinforcement Learning (RL) and Imitation Learning (IL). Unlike RL, which relies on modeling a reward function, IL leverages expert demonstrations,…

Artificial Intelligence · Computer Science 2024-12-11 Jonas Nüßlein , Maximilian Zorn , Philipp Altmann , Claudia Linnhoff-Popien

Decades of research suggest that information exchange in groups and organizations can reliably improve judgment accuracy in tasks such as financial forecasting, market research, and medical decision-making. However, we show that improving…

General Economics · Economics 2021-04-26 Joshua Becker , Douglas Guilbeault , Ned Smith

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

Purpose: Artificial intelligence (AI) solutions for medical diagnosis require thorough evaluation to demonstrate that performance is maintained for all patient sub-groups and to ensure that proposed improvements in care will be delivered…

Image and Video Processing · Electrical Eng. & Systems 2022-09-20 Tom Dyer , Jordan Smith , Gaetan Dissez , Nicole Tay , Qaiser Malik , Tom Naunton Morgan , Paul Williams , Liliana Garcia-Mondragon , George Pearse , Simon Rasalingham

Effective collective decision-making in swarm robotics often requires balancing exploration, communication and individual uncertainty estimation, especially in hazardous environments where direct measurements are limited or costly. We…

Robotics · Computer Science 2025-12-01 Gabriel Aguirre , Simay Atasoy Bingöl , Heiko Hamann , Jonas Kuckling

Identifying the leader within a robotic swarm is crucial, especially in adversarial contexts where leader concealment is necessary for mission success. This work introduces the interactive Swarm Leader Identification (iSLI) problem, a novel…

Robotics · Computer Science 2025-12-23 Stergios E. Bachoumas , Panagiotis Artemiadis

Swarm and field robotics face significant barriers to real-world validation due to the high cost and development time to deploy hardware. This paper introduces the ``Bionic Swarm,'' a novel system that lowers these barriers by abstracting…

Robot swarms are composed of many simple robots that communicate and collaborate to fulfill complex tasks. Robot controllers usually need to be specified by experts on a case-by-case basis via programming code. This process is…

Robotics · Computer Science 2024-10-31 Volker Strobel , Marco Dorigo , Mario Fritz

Robotic swarms and mobile sensor networks are used for environmental monitoring in various domains and areas of operation. Especially in otherwise inaccessible environments decentralized robotic swarms can be advantageous due to their high…

Multiagent Systems · Computer Science 2019-03-14 Hannes Hornischer , Joshua Cherian Varughese , Ronald Thenius , Franz Wotawa , Manfred Füllsack , Thomas Schmickl

This paper address the challenges encountered by developers when deploying a distributed decision-making behavior on heterogeneous robotic systems. Many applications benefit from the use of multiple robots, but their scalability and…

Robotics · Computer Science 2017-10-25 David St-Onge , Vivek Shankar Varadharajan , Guannan Li , Ivan Svogor , Giovanni Beltrame

Clinical decision-making in radiology increasingly benefits from artificial intelligence (AI), particularly through large language models (LLMs). However, traditional retrieval-augmented generation (RAG) systems for radiology question…

Can AI be cognitively biased in automated information judgment tasks? Despite recent progresses in measuring and mitigating social and algorithmic biases in AI and large language models (LLMs), it is not clear to what extent LLMs behave…

Information Retrieval · Computer Science 2024-11-26 Jiqun Liu , Jiangen He