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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…

Computers and Society · Computer Science 2024-11-26 Hao Cui , Taha Yasseri

This paper takes an ecological approach toward large-scale models of hybrid human-AI intelligence. Emerging models of human-AI interaction predominantly advance the complementarity thesis variously dubbed human-AI collaboration and human-AI…

Human-Computer Interaction · Computer Science 2026-05-21 Angjelin Hila

Is explainability a false promise? This debate has emerged from the insufficient evidence that explanations help people in situations they are introduced for. More human-centered, application-grounded evaluations of explanations are needed…

Computation and Language · Computer Science 2024-11-06 Fateme Hashemi Chaleshtori , Atreya Ghosal , Alexander Gill , Purbid Bambroo , Ana Marasović

This paper presents a hypothesis-driven approach to improve AI-supported decision-making that is based on the Evaluative AI paradigm - a conceptual framework that proposes providing users with evidence for or against a given hypothesis. We…

Artificial Intelligence · Computer Science 2025-08-28 Thao Le , Tim Miller , Liz Sonenberg , Ronal Singh , H. Peter Soyer

We examined the mechanisms underlying productivity and performance gains from AI agents using a large-scale experiment on Pairit, a platform we developed to study human-AI collaboration. We randomly assigned 2,234 participants to…

Computers and Society · Computer Science 2026-02-06 Harang Ju , Sinan Aral

In healthcare, AI techniques are widely used for tasks like risk assessment and anomaly detection. Despite AI's potential as a valuable assistant, its role in complex medical data analysis often oversimplifies human-AI collaboration…

Human-Computer Interaction · Computer Science 2024-07-23 Yang Ouyang , Chenyang Zhang , He Wang , Tianle Ma , Chang Jiang , Yuheng Yan , Zuoqin Yan , Xiaojuan Ma , Chuhan Shi , Quan Li

Generative Artificial Intelligence (AI) tools are rapidly adopted in the workplace and in education, yet the empirical evidence on AI's impact remains mixed. We propose a model of human-AI interaction to better understand and analyze…

Computer Science and Game Theory · Computer Science 2026-05-13 Ali Aouad , Thodoris Lykouris , Huiying Zhong

Recent advances in artificial intelligence (AI) have shown promise in automating key aspects of Agile project management, yet their impact on team cognition remains underexplored. In this work, we investigate cognitive offloading in Agile…

Human-Computer Interaction · Computer Science 2026-04-16 Adriana Caraeni , Alexander Shick , Andrew Lan

People commonly utilize visualizations not only to examine a given dataset, but also to draw generalizable conclusions about the underlying models or phenomena. Prior research has compared human visual inference to that of an optimal…

Human-Computer Interaction · Computer Science 2024-07-25 Ratanond Koonchanok , Michael E. Papka , Khairi Reda

Understanding the dynamics of human-AI interaction in question answering is crucial for enhancing collaborative efficiency. Extending from our initial formative study, which revealed challenges in human utilization of conversational AI…

Human-Computer Interaction · Computer Science 2025-09-01 Jaeyoon Song , Zahra Ashktorab , Qian Pan , Casey Dugan , Werner Geyer , Thomas W. Malone

The integration of artificial intelligence (AI) into human decision-making processes at the workplace presents both opportunities and challenges. One promising approach to leverage existing complementary capabilities is allowing humans to…

Human-Computer Interaction · Computer Science 2025-01-10 Philipp Spitzer , Joshua Holstein , Patrick Hemmer , Michael Vössing , Niklas Kühl , Dominik Martin , Gerhard Satzger

AI systems are being deployed to support human decision making in high-stakes domains. In many cases, the human and AI form a team, in which the human makes decisions after reviewing the AI's inferences. A successful partnership requires…

Human-Computer Interaction · Computer Science 2019-06-06 Gagan Bansal , Besmira Nushi , Ece Kamar , Dan Weld , Walter Lasecki , Eric Horvitz

This position paper states that AI Alignment in Multi-Agent Systems (MAS) should be considered a dynamic and interaction-dependent process that heavily depends on the social environment where agents are deployed, either collaborative,…

Artificial Intelligence · Computer Science 2025-06-09 Florian Carichon , Aditi Khandelwal , Marylou Fauchard , Golnoosh Farnadi

Behavioral scientists have classically documented aversion to algorithmic decision aids, from simple linear models to AI. Sentiment, however, is changing and possibly accelerating AI helper usage. AI assistance is, arguably, most valuable…

Artificial Intelligence · Computer Science 2023-07-28 Nikolos Gurney , John H. Miller , David V. Pynadath

Algorithmic systems are increasingly deployed to make decisions in many areas of people's lives. The shift from human to algorithmic decision-making has been accompanied by concern about potentially opaque decisions that are not aligned…

In the context of humans operating with artificial or autonomous agents in a hybrid team, it is essential to accurately identify when to authorize those team members to perform actions. Given past examples where humans and autonomous…

Artificial Intelligence · Computer Science 2023-10-12 Andrew Fuchs , Andrea Passarella , Marco Conti

Experimental (design) optimization is a key driver in designing and discovering new products and processes. Bayesian Optimization (BO) is an effective tool for optimizing expensive and black-box experimental design processes. While Bayesian…

Machine Learning · Computer Science 2024-02-28 Arun Kumar A , Alistair Shilton , Sunil Gupta , Santu Rana , Stewart Greenhill , Svetha Venkatesh

Within journalistic editorial processes, disclosing AI usage is currently limited to simplistic labels, which misses the nuance of how humans and AI collaborated on a news article. Through co-design sessions (N=10), we elicited 69…

Human-Computer Interaction · Computer Science 2026-01-19 Amber Kusters , Pooja Prajod , Pablo Cesar , Abdallah El Ali

With the proliferation of web technologies it becomes more and more important to make the traditional negotiation pricing mechanism automated and intelligent. The behaviour of software agents which negotiate on behalf of humans is…

Multiagent Systems · Computer Science 2013-11-26 Mohammad Irfan Bala , Sheetal Vij , Debajyoti Mukhopadhyay

When deployed, AI agents will encounter problems that are beyond their autonomous problem-solving capabilities. Leveraging human assistance can help agents overcome their inherent limitations and robustly cope with unfamiliar situations. We…

Machine Learning · Computer Science 2022-06-24 Khanh Nguyen , Yonatan Bisk , Hal Daumé