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Design thrives on feedback. However, gathering constant feedback throughout the design process can be labor-intensive and disruptive. We explore how AI can bridge this gap by providing effortless, ambient feedback. We introduce FeedQUAC, a…

Human-Computer Interaction · Computer Science 2025-04-24 Tao Long , Kendra Wannamaker , Jo Vermeulen , George Fitzmaurice , Justin Matejka

The discourse on responsible artificial intelligence (AI) regulation is understandably dominated by risk-focused assessments and analyses. This approach reflects the fundamental uncertainty policymakers face when determining appropriate…

Computers and Society · Computer Science 2025-09-19 Willem Fourie

Concerns that interacting with generative AI homogenizes human cognition are largely based on evidence from text-based interactions, potentially conflating the effects of AI systems with those of written communication. This study examines…

Human-Computer Interaction · Computer Science 2026-03-31 Neelam Modi Jain , Dan J. Wang

Art-making is a collective social activity through which queer people engage in political resistance, develop identities, archive queer memory, and form community. However, in recent years, generative AI has disrupted queer artistic…

Human-Computer Interaction · Computer Science 2026-04-17 Jordan Taylor , Joel Mire , Alicia DeVrio , Maarten Sap , Haiyi Zhu , Sarah E. Fox

As designers become familiar with Generative AI, a new concept is emerging: Agentic AI. While generative AI produces output in response to prompts, agentic AI systems promise to perform mundane tasks autonomously, potentially freeing…

Human-Computer Interaction · Computer Science 2025-09-26 Samangi Wadinambiarachchi , Jenny Waycott , Yvonne Rogers , Greg Wadley

Throughout history, a prevailing paradigm in mental healthcare has been one in which distressed people may receive treatment with little understanding around how their experience is perceived by their care provider, and in turn, the…

Human-Computer Interaction · Computer Science 2026-02-23 Sachin R. Pendse , Darren Gergle , Rachel Kornfield , Kaylee Kruzan , David Mohr , Jessica Schleider , Jina Suh , Annie Wescott , Jonah Meyerhoff

We consider two fundamental and related issues currently faced by Artificial Intelligence (AI) development: the lack of ethics and interpretability of AI decisions. Can interpretable AI decisions help to address ethics in AI? Using a…

Artificial Intelligence · Computer Science 2021-09-21 Jean-Marie John-Mathews

Despite the potential of generative AI (GenAI) design tools to enhance design processes, professionals often struggle to integrate AI into their workflows. Fundamental cognitive challenges include the need to specify all design criteria as…

Human-Computer Interaction · Computer Science 2025-06-17 Frederic Gmeiner , Kaitao Luo , Ye Wang , Kenneth Holstein , Nikolas Martelaro

A growing body of research has explored how to support humans in making better use of AI-based decision support, including via training and onboarding. Existing research has focused on decision-making tasks where it is possible to evaluate…

Human-Computer Interaction · Computer Science 2023-08-31 Anna Kawakami , Luke Guerdan , Yanghuidi Cheng , Matthew Lee , Scott Carter , Nikos Arechiga , Kate Glazko , Haiyi Zhu , Kenneth Holstein

Emotions are an integral part of human cognition and they guide not only our understanding of the world but also our actions within it. As such, whether we soothe or flame an emotion is not inconsequential. Recent work in conversational AI…

Computation and Language · Computer Science 2023-07-07 Alba Curry , Amanda Cercas Curry

Both the general public and academic communities have raised concerns about sycophancy, the phenomenon of artificial intelligence (AI) excessively agreeing with or flattering users. Yet, beyond isolated media reports of severe consequences,…

Computers and Society · Computer Science 2025-10-03 Myra Cheng , Cinoo Lee , Pranav Khadpe , Sunny Yu , Dyllan Han , Dan Jurafsky

Concerns about how workers are perceived can deter effective collaboration with artificial intelligence (AI). In a field experiment on a large online labor market, I hired 450 U.S.-based remote workers to complete an image-categorization…

General Economics · Economics 2025-11-25 David Almog

Critical examinations of AI systems often apply principles such as fairness, justice, accountability, and safety, which is reflected in AI regulations such as the EU AI Act. Are such principles sufficient to promote the design of systems…

Human-Computer Interaction · Computer Science 2022-06-16 William Seymour , Max Van Kleek , Reuben Binns , Dave Murray-Rust

The ubiquity of technologies like ChatGPT has raised concerns about their impact on student writing, particularly regarding reduced learner agency and superficial engagement with content. While standalone chat-based LLMs often produce…

Human-Computer Interaction · Computer Science 2025-06-26 Momin N. Siddiqui , Roy Pea , Hari Subramonyam

This study explores the emergence of counter-inferential behavior in natural and artificial cognitive systems, that is, patterns in which agents misattribute empirical success or suppress adaptation, leading to epistemic rigidity or…

Artificial Intelligence · Computer Science 2025-06-10 Serge Dolgikh

Generating hints for incorrect code is a cognitively demanding task that fosters learning and metacognitive development. This study investigates three designs for personalized, scalable, and reflective hint-writing activities within a data…

Human-Computer Interaction · Computer Science 2026-04-23 Anjali Singh , Christopher Brooks , Warren Li , Juho Kim , Xu Wang

Hallucination in large language models (LLMs) has been widely studied in recent years, with progress in both detection and mitigation aimed at improving truthfulness. Yet, a critical side effect remains largely overlooked: enhancing…

Computation and Language · Computer Science 2026-02-02 Omar Mahmoud , Ali Khalil , Buddhika Laknath Semage , Thommen George Karimpanal , Santu Rana

Content Warning: This paper contains participant quotes and discussions related to mental health challenges, emotional distress, and suicidal ideation. Large language models (LLMs) are increasingly used for mental health support, yet the…

Human-Computer Interaction · Computer Science 2026-05-25 Ningjing Tang , Alice Qian , Qiaosi Wang , Esther Howe , Blake Bullwinkel , Paola Pedrelli , Jina Suh , Hoda Heidari , Hong Shen

Capturing professionals' decision-making in creative workflows (e.g., UI/UX) is essential for reflection, collaboration, and knowledge sharing, yet existing methods often leave rationales incomplete and implicit decisions hidden. To address…

Human-Computer Interaction · Computer Science 2026-02-26 Kihoon Son , DaEun Choi , Tae Soo Kim , Young-Ho Kim , Sangdoo Yun , Juho Kim

In settings where users both need high accuracy and are time-pressured, such as doctors working in emergency rooms, we want to provide AI assistance that both increases decision accuracy and reduces decision-making time. Current literature…

Human-Computer Interaction · Computer Science 2024-02-13 Siddharth Swaroop , Zana Buçinca , Krzysztof Z. Gajos , Finale Doshi-Velez
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