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When AI agents don't align their actions with human values they may cause serious harm. One way to solve the value alignment problem is by including a human operator who monitors all of the agent's actions. Despite the fact, that this…

Human-Computer Interaction · Computer Science 2023-06-13 Yitzhak Spielberg , Amos Azaria

As artificial intelligence (AI) becomes deeply integrated into critical infrastructures and everyday life, ensuring its safe deployment is one of humanity's most urgent challenges. Current AI models prioritize task optimization over safety,…

Artificial Intelligence · Computer Science 2024-11-08 Joshua T. S. Hewson

As humans increasingly rely on multiround conversational AI for high stakes decisions, principled frameworks are needed to ensure such interactions reliably improve decision quality. We adopt a human centric view governed by two principles:…

Machine Learning · Computer Science 2026-02-25 Sima Noorani , Shayan Kiyani , Hamed Hassani , George Pappas

Many important decisions in daily life are made with the help of advisors, e.g., decisions about medical treatments or financial investments. Whereas in the past, advice has often been received from human experts, friends, or family,…

Human-Computer Interaction · Computer Science 2022-04-15 Max Schemmer , Patrick Hemmer , Niklas Kühl , Carina Benz , Gerhard Satzger

Just as people improve decision-making by consulting diverse human advisors, they can now also consult with multiple AI systems. Prior work on group decision-making shows that advice aggregation creates pressure to conform, leading to…

Human-Computer Interaction · Computer Science 2026-03-24 Yuta Tsuchiya , Yukino Baba

Major AI ethics guidelines and laws, including the EU AI Act, call for effective human oversight, but do not define it as a distinct and developable capacity. This paper introduces human oversight as a well-being capacity, situated within…

Computers and Society · Computer Science 2025-12-17 Yao Xie , Walter Cullen

The rise of Artificial Intelligence (AI) will bring with it an ever-increasing willingness to cede decision-making to machines. But rather than just giving machines the power to make decisions that affect us, we need ways to work…

Computers and Society · Computer Science 2020-12-14 Elisa Bertino , Finale Doshi-Velez , Maria Gini , Daniel Lopresti , David Parkes

Effective human-AI collaboration requires a system design that provides humans with meaningful ways to make sense of and critically evaluate algorithmic recommendations. In this paper, we propose a way to augment human-AI collaboration by…

Machine Learning · Computer Science 2022-05-03 Maria De-Arteaga , Alexandra Chouldechova , Artur Dubrawski

Fact verification is a critical yet underexplored component of non-litigation legal practice. While existing research has examined automation in legal workflow and human-AI collaboration in high-stakes domains, little is known about how…

Human-Computer Interaction · Computer Science 2026-02-10 Sirui Han , Yuyao Zhang , Yidan Huang , Xueyan Li , Chengzhong Liu , Yike Guo

Amid ongoing policy and managerial debates on keeping humans in the loop of AI decision-making, we investigate whether human involvement in AI-based service production benefits downstream consumers. Partnering with a large savings bank in…

General Economics · Economics 2025-06-05 Cathy , Yang , Kevin Bauer , Xitong Li , Oliver Hinz

Regulatory frameworks for the use of AI are emerging. However, they trail behind the fast-evolving malicious AI technologies that can quickly cause lasting societal damage. In response, we introduce a pioneering Assistive AI framework…

If artificial intelligence (AI) is to be applied in safety-critical domains, its performance needs to be evaluated reliably. The present study aimed to understand how humans evaluate AI systems for person detection in automatic train…

Human-Computer Interaction · Computer Science 2025-04-04 Romy Müller

This paper addresses the question of how to align AI systems with human values and situates it within a wider body of thought regarding technology and value. Far from existing in a vacuum, there has long been an interest in the ability of…

Computers and Society · Computer Science 2021-01-19 Iason Gabriel , Vafa Ghazavi

The fast pace of advances in AI promises to revolutionize various aspects of knowledge work, extending its influence to daily life and professional fields alike. We advocate for a paradigm where AI is seen as a collaborative co-pilot,…

Human-Computer Interaction · Computer Science 2023-11-30 Abigail Sellen , Eric Horvitz

Recent developments in artificial intelligence (AI) have permeated through an array of different immersive environments, including virtual, augmented, and mixed realities. AI brings a wealth of potential that centers on its ability to…

Human-Computer Interaction · Computer Science 2024-05-10 Wangfan Li , Rohit Mallick , Carlos Toxtli-Hernandez , Christopher Flathmann , Nathan J. McNeese

A rising vision for AI in the open world centers on the development of systems that can complement humans for perceptual, diagnostic, and reasoning tasks. To date, systems aimed at complementing the skills of people have employed models…

Artificial Intelligence · Computer Science 2020-05-05 Bryan Wilder , Eric Horvitz , Ece Kamar

AI-based systems have been used widely across various industries for different decisions ranging from operational decisions to tactical and strategic ones in low- and high-stakes contexts. Gradually the weaknesses and issues of these…

Human-Computer Interaction · Computer Science 2022-01-13 Morteza Saberi

Today, AI is increasingly being used in many high-stakes decision-making applications in which fairness is an important concern. Already, there are many examples of AI being biased and making questionable and unfair decisions. The AI…

Artificial Intelligence · Computer Science 2020-02-06 Yunfeng Zhang , Rachel K. E. Bellamy , Kush R. Varshney

The use of Artificial Intelligence (AI), or more generally data-driven algorithms, has become ubiquitous in today's society. Yet, in many cases and especially when stakes are high, humans still make final decisions. The critical question,…

Artificial Intelligence · Computer Science 2024-10-15 Eli Ben-Michael , D. James Greiner , Melody Huang , Kosuke Imai , Zhichao Jiang , Sooahn Shin

Augmented Reality (AR) solutions are providing tools that could improve applications in the medical and industrial fields. Augmentation can provide additional information in training, visualization, and work scenarios, to increase…

Human-Computer Interaction · Computer Science 2023-06-30 Akos Nagy , Thomas Lagkas , Panagiotis Sarigiannidis , Vasileios Argyriou