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Entrepreneurship requires navigating open-ended, ill-defined problems: identifying risks, challenging assumptions, and making strategic decisions under deep uncertainty. Novice founders often struggle with these metacognitive demands, while…

Human-Computer Interaction · Computer Science 2025-08-18 Evey Jiaxin Huang , Matthew Easterday , Elizabeth Gerber

The Generative AI Ethics Playbook provides guidance for identifying and mitigating risks of machine learning systems across various domains, including natural language processing, computer vision, and generative AI. This playbook aims to…

Computers and Society · Computer Science 2025-01-22 Jessie J. Smith , Wesley Hanwen Deng , William H. Smith , Maarten Sap , Nicole DeCario , Jesse Dodge

The range of application of artificial intelligence (AI) is vast, as is the potential for harm. Growing awareness of potential risks from AI systems has spurred action to address those risks, while eroding confidence in AI systems and the…

Responsible AI (RAI) efforts increasingly emphasize the importance of addressing potential harms early in the AI development lifecycle through social-technical lenses. However, in cross-functional industry teams, this work is often stalled…

Human-Computer Interaction · Computer Science 2025-05-16 Muzhe Wu , Yanzhi Zhao , Shuyi Han , Michael Xieyang Liu , Hong Shen

Artificial Intelligence (AI) is increasingly becoming a trusted advisor in people's lives. A new concern arises if AI persuades people to break ethical rules for profit. Employing a large-scale behavioural experiment (N = 1,572), we test…

Artificial Intelligence · Computer Science 2021-02-16 Margarita Leib , Nils C. Köbis , Rainer Michael Rilke , Marloes Hagens , Bernd Irlenbusch

Artificial Intelligence (AI) increasingly becomes an indispensable advisor. New ethical concerns arise if AI persuades people to behave dishonestly. In an experiment, we study how AI advice (generated by a Natural-Language-Processing…

Human-Computer Interaction · Computer Science 2023-01-06 Margarita Leib , Nils Köbis , Rainer Michael Rilke , Marloes Hagens , Bernd Irlenbusch

Generative AI, with its tendency to "hallucinate" incorrect results, may pose a risk to knowledge work by introducing errors. On the other hand, it may also provide unprecedented opportunities for users, particularly non-experts, to learn…

Human-Computer Interaction · Computer Science 2024-12-20 Advait Sarkar , Xiaotong , Xu , Neil Toronto , Ian Drosos , Christian Poelitz

The democratization of Large Language Models has given rise to vibe coding, where novice programmers prioritize semantic intent over syntactic implementation. Without pedagogical guardrails, we argue this is fundamentally misaligned with…

Software Engineering · Computer Science 2026-04-01 Sreecharan Sankaranarayanan

High-quality, multi-turn instructional dialogues between novices and experts are essential for developing AI systems that support teaching, learning, and decision-making. These dialogues often involve scaffolding -- the process by which an…

Artificial Intelligence · Computer Science 2026-02-05 Si Chen , Izzy Molnar , Ting Hua , Peiyu Li , Le Huy Khiem , G. Alex Ambrose , Jim Lang , Ronald Metoyer , Nitesh V. Chawla

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

While Artificial Intelligence (AI) is not a new field, recent developments, especially with the release of generative tools like ChatGPT, have brought it to the forefront of the minds of industry workers and academic folk alike. There is…

Computers and Society · Computer Science 2025-07-22 Prerana Khatiwada , Grace Donaher , Jasymyn Navarro , Lokesh Bhatta

The rapid adoption of generative artificial intelligence (GenAI) in research presents both opportunities and ethical challenges that should be carefully navigated. Although GenAI tools can enhance research efficiency through automation of…

AI-powered language learning tools increasingly provide instant, personalised feedback to millions of learners worldwide. However, this feedback can fail in ways that are difficult for learners--and even teachers--to detect, potentially…

Human-Computer Interaction · Computer Science 2026-05-25 Ben Knight , Wm. Matthew Kennedy , Danielle Carvalho , Isaac Pattis , James Edgell

In the ever-expanding landscape of Artificial Intelligence (AI), where innovation thrives and new products and services are continuously being delivered, ensuring that AI systems are designed and developed responsibly throughout their…

Software Engineering · Computer Science 2024-05-10 Maria Teresa Baldassarre , Domenico Gigante , Marcos Kalinowski , Azzurra Ragone

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 the last years, the raise of Artificial Intelligence (AI), and its pervasiveness in our lives, has sparked a flourishing debate about the ethical principles that should lead its implementation and use in society. Driven by these…

Artificial Intelligence · Computer Science 2023-06-09 Vita Santa Barletta , Danilo Caivano , Domenico Gigante , Azzurra Ragone

Large language model-based agents are rapidly evolving from simple conversational assistants into autonomous systems capable of performing complex, professional-level tasks in various domains. While these advancements promise significant…

Existing automated research systems operate as stateless, linear pipelines -- generating outputs without maintaining any persistent understanding of the research landscape they navigate. They process papers sequentially, propose ideas…

Artificial Intelligence · Computer Science 2026-03-27 Yunbo Long

Providing rich, constructive feedback to students is essential for supporting and enhancing their learning. Recent advancements in Generative Artificial Intelligence (AI), particularly with large language models (LLMs), present new…

Computers and Society · Computer Science 2025-07-11 Euan D Lindsay , Mike Zhang , Aditya Johri , Johannes Bjerva

The rapid uptake of generative artificial intelligence (AI) in higher education is reshaping assessment practices and intensifying concerns around academic integrity, fairness, and learning quality. While institutional responses…

Computers and Society · Computer Science 2026-05-28 Ndidi Bianca Ogbo , Zhao Song , Shatha Ghareeb , The Anh Han
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