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This two-part paper argues that seemingly "technical" choices made by developers of machine-learning based algorithmic tools used to inform decisions by criminal justice authorities can create serious constitutional dangers, enhancing the…

Computers and Society · Computer Science 2023-01-13 Karen Yeung , Adam Harkens

Existing approaches to algorithmic fairness aim to ensure equitable outcomes if human decision-makers comply perfectly with algorithmic decisions. However, perfect compliance with the algorithm is rarely a reality or even a desirable…

Machine Learning · Computer Science 2025-07-01 Haosen Ge , Hamsa Bastani , Osbert Bastani

Generative AI tools are increasingly entering academic peer review workflows, raising questions about fairness, accountability, and the legitimacy of evaluative judgment. While these systems promise efficiency gains amid growing reviewer…

Computers and Society · Computer Science 2026-03-24 Tatiana Chakravorti , Pranav Narayanan Venkit , Sourojit Ghosh , Sarah Rajtmajer

The increasing integration of AI-powered tools into expert workflows, such as medicine, law, and finance, raises a critical question: how does AI involvement influence a user's trust in the human expert, the AI system, and their…

Human-Computer Interaction · Computer Science 2026-02-13 Dennis Kim , Roya Daneshi , Bruce Draper , Sarath Sreedharan

Artificial Intelligence (AI) is progressing rapidly, and companies are shifting their focus to developing generalist AI systems that can autonomously act and pursue goals. Increases in capabilities and autonomy may soon massively amplify…

Artificial Intelligence (AI) algorithms are increasingly providing decision making and operational support across multiple domains. AI includes a wide library of algorithms for different problems. One important notion for the adoption of AI…

Artificial Intelligence · Computer Science 2021-11-16 Feras A. Batarseh , Laura Freeman

Alignment of artificial intelligence (AI) encompasses the normative problem of specifying how AI systems should act and the technical problem of ensuring AI systems comply with those specifications. To date, AI alignment has generally…

Prior research in psychology has found that people's decisions are often inconsistent. An individual's decisions vary across time, and decisions vary even more across people. Inconsistencies have been identified not only in subjective…

Human-Computer Interaction · Computer Science 2024-07-17 Nina Grgić-Hlača , Junaid Ali , Krishna P. Gummadi , Jennifer Wortman Vaughan

The project of aligning machine behavior with human values raises a basic problem: whose moral expectations should guide AI decision-making? Much alignment research assumes that the appropriate benchmark is how humans themselves would act…

Computers and Society · Computer Science 2026-05-13 Benjamin Minhao Chen , Xinyu Xie

AI is transforming the existing technology landscape at a rapid phase enabling data-informed decision making and autonomous decision making. Unlike any other technology, because of the decision-making ability of AI, ethics and governance…

Computers and Society · Computer Science 2022-10-18 Mahendra Samarawickrama

In recent years, much research has been dedicated to uncovering the environmental impact of Artificial Intelligence (AI), showing that training and deploying AI systems require large amounts of energy and resources, and the outcomes of AI…

Computers and Society · Computer Science 2025-01-22 Nynke van Uffelen , Lode Lauwaert , Mark Coeckelbergh , Olya Kudina

As we increasingly delegate decision-making to algorithms, whether directly or indirectly, important questions emerge in circumstances where those decisions have direct consequences for individual rights and personal opportunities, as well…

Computers and Society · Computer Science 2019-05-01 Teresa Scantamburlo , Andrew Charlesworth , Nello Cristianini

AI has the potential to augment human decision making. However, even high-performing models can produce inaccurate predictions when deployed. These inaccuracies, combined with automation bias, where humans overrely on AI predictions, can…

Human-Computer Interaction · Computer Science 2025-08-12 Sarah Jabbour , David Fouhey , Nikola Banovic , Stephanie D. Shepard , Ella Kazerooni , Michael W. Sjoding , Jenna Wiens

Artificial intelligence (AI) has the potential to greatly improve society, but as with any powerful technology, it comes with heightened risks and responsibilities. Current AI research lacks a systematic discussion of how to manage…

Computers and Society · Computer Science 2022-09-21 Dan Hendrycks , Mantas Mazeika

Artificial Intelligence (AI) is poised to transform healthcare delivery through revolutionary advances in clinical decision support and diagnostic capabilities. While human expertise remains foundational to medical practice, AI-powered…

The increasing use of artificial intelligence (AI) systems in our daily life through various applications, services, and products explains the significance of trust/distrust in AI from a user perspective. AI-driven systems (as opposed to…

Computers and Society · Computer Science 2024-04-05 Saleh Afroogh , Ali Akbari , Evan Malone , Mohammadali Kargar , Hananeh Alambeigi

We introduce a novel framework for incorporating human expertise into algorithmic predictions. Our approach leverages human judgment to distinguish inputs which are algorithmically indistinguishable, or "look the same" to predictive…

Machine Learning · Computer Science 2024-10-31 Rohan Alur , Manish Raghavan , Devavrat Shah

In this paper we examine algorithmic fairness from the perspective of law aiming to identify best practices and strategies for the specification and adoption of fairness definitions and algorithms in real-world systems and use cases. We…

Computers and Society · Computer Science 2024-05-01 Giorgos Giannopoulos , Maria Psalla , Loukas Kavouras , Dimitris Sacharidis , Jakub Marecek , German M Matilla , Ioannis Emiris

Artificial intelligence (AI) is supposed to help us make better choices. Some of these choices are small, like what route to take to work, or what music to listen to. Others are big, like what treatment to administer for a disease or how…

Computers and Society · Computer Science 2021-05-18 Bryce Goodman

This study examines the understudied role of algorithmic evaluation of human judgment in hybrid decision-making systems, a critical gap in management research. While extant literature focuses on human reluctance to follow algorithmic…

Human-Computer Interaction · Computer Science 2025-04-22 Yuanjun Feng , Vivek Chodhary , Yash Raj Shrestha