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We propose a learning setting in which unlabeled data is free, and the cost of a label depends on its value, which is not known in advance. We study binary classification in an extreme case, where the algorithm only pays for negative…

Machine Learning · Computer Science 2015-07-14 Sivan Sabato , Anand D. Sarwate , Nathan Srebro

As artificial intelligence/machine learning (AI/ML) applications become more pervasive in youth lives, supporting them to interact, design, and evaluate applications is crucial. This paper positions youth as auditors of their peers'…

Human-Computer Interaction · Computer Science 2024-04-17 Luis Morales-Navarro , Yasmin B. Kafai , Vedya Konda , Danaë Metaxa

The question of whether artificial entities deserve moral consideration has become one of the defining ethical challenges of AI research. Existing frameworks for moral patiency rely on verified ontological properties, such as sentience,…

Computers and Society · Computer Science 2026-03-03 Faezeh B. Pasandi , Hannah B. Pasandi

The objectives that Large Language Models (LLMs) implicitly optimize remain dangerously opaque, making trustworthy alignment and auditing a grand challenge. While Inverse Reinforcement Learning (IRL) can infer reward functions from…

Machine Learning · Computer Science 2025-10-09 Matthieu Bou , Nyal Patel , Arjun Jagota , Satyapriya Krishna , Sonali Parbhoo

Building up competencies in working with data and tools of Artificial Intelligence (AI) is becoming more relevant across disciplinary engineering fields. While the adoption of tools for teaching and learning, such as ChatGPT, is garnering…

Computers and Society · Computer Science 2025-07-15 Johannes Schleiss , Aditya Johri , Sebastian Stober

Artificial intelligence (AI) offers incredible possibilities for patient care, but raises significant ethical issues, such as the potential for bias. Powerful ethical frameworks exist to minimize these issues, but are often developed for…

Computers and Society · Computer Science 2025-07-04 Ion Nemteanu , Adir Mancebo , Leslie Joe , Ryan Lopez , Patricia Lopez , Warren Woodrich Pettine

In an effort to regulate Machine Learning-driven (ML) systems, current auditing processes mostly focus on detecting harmful algorithmic biases. While these strategies have proven to be impactful, some values outlined in documents dealing…

Machine Learning · Computer Science 2022-06-20 Mireia Yurrita , Dave Murray-Rust , Agathe Balayn , Alessandro Bozzon

Artificial Intelligence has rapidly become a cornerstone technology, significantly influencing Europe's societal and economic landscapes. However, the proliferation of AI also raises critical ethical, legal, and regulatory challenges. The…

Agentic AI orchestrators reduce the interface and assembly costs of composing information systems capabilities across organizational boundaries, seemingly accelerating modularization and organizational disaggregation. Yet AI-enabled…

Artificial Intelligence · Computer Science 2026-05-25 Muhammad Zia Hydari , Farooq Muzaffar

The fast spreading adoption of machine learning (ML) by companies across industries poses significant regulatory challenges. One such challenge is scalability: how can regulatory bodies efficiently audit these ML models, ensuring that they…

Machine Learning · Computer Science 2022-06-20 Tom Yan , Chicheng Zhang

The rapid advancement of large language models (LLMs) has enabled the generation of coherent essays, making AI-assisted writing increasingly common in educational and professional settings. Using large-scale empirical data, we examine and…

Computation and Language · Computer Science 2025-10-17 Yang Zhong , Jiangang Hao , Michael Fauss , Chen Li , Yuan Wang

The potential presented by Artificial Intelligence (AI) for healthcare has long been recognised by the technical community. More recently, this potential has been recognised by policymakers, resulting in considerable public and private…

Artificial Intelligence · Computer Science 2021-04-15 Jessica Morley , Caroline Morton , Kassandra Karpathakis , Mariarosaria Taddeo , Luciano Floridi

Artificial intelligence (AI) based learning assistants and chatbots are increasingly integrated into higher education. While these tools are often evaluated in terms of technical performance, their successful and ethical use also depends on…

Human-Computer Interaction · Computer Science 2025-12-22 Ezgi Dağtekin , Ercan Erkalkan

As artificial intelligence (AI) and robotics increasingly permeate society, ensuring the ethical behavior of these systems has become paramount. This paper contends that transparency in AI decision-making processes is fundamental to…

Computers and Society · Computer Science 2025-08-11 Ahmad Farooq , Kamran Iqbal

Automated hiring systems are among the fastest-developing of all high-stakes AI systems. Among these are algorithmic personality tests that use insights from psychometric testing, and promise to surface personality traits indicative of…

Computers and Society · Computer Science 2022-04-13 Alene K. Rhea , Kelsey Markey , Lauren D'Arinzo , Hilke Schellmann , Mona Sloane , Paul Squires , Falaah Arif Kahn , Julia Stoyanovich

This study reports findings from a cross-sectional survey (n = 72) of higher education practitioners examining beliefs, behaviors, and institutional conditions related to artificial intelligence (AI) integration in teaching and learning.…

Artificial Intelligence · Computer Science 2026-05-29 David Gibson , M. Elizabeth Azukas , Gerald Knezek

A vital component of trust and transparency in intelligent systems built on machine learning and artificial intelligence is the development of clear, understandable documentation. However, such systems are notorious for their complexity and…

Software Engineering · Computer Science 2020-11-18 David Piorkowski , Daniel González , John Richards , Stephanie Houde

As artificial intelligence (AI) systems become increasingly integral to organizational processes, they introduce new forms of fraud that are often subtle, systemic, and concealed within technical complexity. This paper introduces the…

Computers and Society · Computer Science 2025-08-20 Benjamin Zweers , Diptish Dey , Debarati Bhaumik

The rapid proliferation of benchmarks has created significant challenges in reproducibility, transparency, and informed decision-making. However, unlike datasets and models -- which benefit from structured documentation frameworks like…

Machine Learning · Computer Science 2025-12-04 Florian Bordes , Candace Ross , Justine T Kao , Evangelia Spiliopoulou , Adina Williams

This study critically examines the commonly held assumption that explicability in artificial intelligence (AI) systems inherently boosts user trust. Utilizing a meta-analytical approach, we conducted a comprehensive examination of the…

Artificial Intelligence · Computer Science 2025-04-18 Zahra Atf , Peter R. Lewis