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Despite the growing prevalence of human-AI decision making, the human-AI team's decision performance often remains suboptimal, partially due to insufficient examination of humans' own reasoning. In this paper, we explore designing AI…

人机交互 · 计算机科学 2026-03-03 Harry Yizhou Tian , Hasan Amin , Ming Yin

We explore the potential for productive team-based collaboration between humans and Artificial Intelligence (AI) by presenting and conducting initial tests with a general framework that enables multiple human and AI agents to work together…

人机交互 · 计算机科学 2024-12-04 Benjamin Klieger , Charis Charitsis , Miroslav Suzara , Sierra Wang , Nick Haber , John C. Mitchell

While research on human-AI collaboration exists, it mainly examined language learning and used traditional counting methods with little attention to evolution and dynamics of collaboration on cognitively demanding tasks. This study examines…

人机交互 · 计算机科学 2025-08-18 Mohammed Saqr , Kamila Misiejuk , Sonsoles López-Pernas

As a Ph.D. student with a diverse background in both public and private sectors, I have encountered numerous challenges in cross-disciplinary and multi-stakeholder team projects. My research on developing team compositions that involve…

人机交互 · 计算机科学 2025-06-06 Mohammed Almutairi , Diego Gómez-Zará

We propose a technology-agnostic, collaboration-ready stance for Human-AI Agents Collaboration Systems (HAACS) that closes long-standing gaps in prior stages (automation; flexible autonomy; agentic multi-agent collectives). Reading…

人工智能 · 计算机科学 2025-10-10 Ju Wu , Calvin K. L. Or

This paper describes a new research paradigm for studying human-AI collaboration, named "human-AI mutual learning", defined as the process where humans and AI agents preserve, exchange, and improve knowledge during human-AI collaboration.…

人机交互 · 计算机科学 2024-05-09 Xiaomei Wang , Xiaoyu Chen

Human perception, memory and decision-making are impacted by tens of cognitive biases and heuristics that influence our actions and decisions. Despite the pervasiveness of such biases, they are generally not leveraged by today's Artificial…

人机交互 · 计算机科学 2023-12-04 Aditya Gulati , Miguel Angel Lozano , Bruno Lepri , Nuria Oliver

In high-stakes disaster scenarios, timely and informed decision-making is critical yet often challenged by uncertainty, dynamic environments, and limited resources. This paper presents a systematic review of Human-AI collaboration patterns…

人工智能 · 计算机科学 2025-09-16 Emmanuel Adjei Domfeh , Christopher L. Dancy

LLM-based agents are increasingly deployed for expert decision support, yet human-AI teams in high-stakes settings do not yet reliably outperform the best individual. We argue this complementarity gap reflects a fundamental mismatch:…

计算与语言 · 计算机科学 2026-03-26 Raunak Jain

Data-driven algorithmic matching systems promise to help human decision makers make better matching decisions in a wide variety of high-stakes application domains, such as healthcare and social service provision. However, existing systems…

Isolated perspectives have often paved the way for great scientific discoveries. However, many breakthroughs only emerged when moving away from singular views towards interactions. Discussions on Artificial Intelligence (AI) typically treat…

人机交互 · 计算机科学 2025-04-29 Nick von Felten

Recent work has proposed artificial intelligence (AI) models that can learn to decide whether to make a prediction for an instance of a task or to delegate it to a human by considering both parties' capabilities. In simulations with…

人机交互 · 计算机科学 2023-03-17 Patrick Hemmer , Monika Westphal , Max Schemmer , Sebastian Vetter , Michael Vössing , Gerhard Satzger

We formalize AI-human collaboration through an agent-based simulation that distinguishes optimization-based AI search from satisficing-based human adaptation. Using an NK model, we examine how these distinct decision heuristics interact…

多智能体系统 · 计算机科学 2026-02-17 Prothit Sen , Sai Mihir Jakkaraju

Recent developments in Artificial Intelligence (AI) and Machine Learning (ML) are creating new opportunities for Human-Autonomy Teaming (HAT) in tasks, missions, and continuous coordinated activities. A major challenge is enabling humans to…

In the evolving landscape of human-autonomy teaming (HAT), fostering effective collaboration and trust between human and autonomous agents is increasingly important. To explore this, we used the game Overcooked AI to create dynamic teaming…

人机交互 · 计算机科学 2025-06-18 Anthony J. Ries , Stéphane Aroca-Ouellette , Alessandro Roncone , Ewart J. de Visser

The rapid advancement of Artificial Intelligence (AI) has led to unprecedented computational demands, raising significant environmental and ethical concerns. This paper critiques the prevailing reliance on large-scale, static datasets and…

人工智能 · 计算机科学 2025-10-28 KC Santosh , Rodrigue Rizk , Longwei Wang

Artificial intelligence (AI) is broadly deployed as an advisor to human decision-makers: AI recommends a decision and a human accepts or rejects the advice. This approach, however, has several limitations: People frequently ignore accurate…

人机交互 · 计算机科学 2026-04-03 Julian Berger , Pantelis P. Analytis , Ville Satopää , Ralf H. J. M. Kurvers

The idea of augmented or hybrid intelligence offers a compelling vision for combining human and AI capabilities, especially in tasks where human wisdom, expertise, or common sense are essential. Unfortunately, human reasoning can be flawed…

人机交互 · 计算机科学 2026-01-15 Sean Koon

As AI systems become more prevalent, concerns about their development, operation, and societal impact intensify. Establishing ethical, social, and safety standards amidst evolving AI capabilities poses significant challenges. Global…

人机交互 · 计算机科学 2025-03-24 Yutaka Matsubara , Akihisa Morikawa , Daichi Mizuguchi , Kiyoshi Fujiwara

Recent advances in machine learning have led to growing interest in Explainable AI (xAI) to enable humans to gain insight into the decision-making of machine learning models. Despite this recent interest, the utility of xAI techniques has…

人工智能 · 计算机科学 2022-09-09 Rohan Paleja , Muyleng Ghuy , Nadun Ranawaka Arachchige , Reed Jensen , Matthew Gombolay