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AI research is increasingly moving toward complex problem solving, where models are optimized not only for pattern recognition but for multi-step reasoning. Historically, computing's global energy footprint has been stabilized by sustained…

人工智能 · 计算机科学 2025-11-20 Philipp Wiesner , Daniel W. O'Neill , Francesca Larosa , Odej Kao

How can we ensure that AI systems are aligned with human values and remain safe? We can study this problem through the frameworks of the AI assistance and the AI shutdown games. The AI assistance problem concerns designing an AI agent that…

人工智能 · 计算机科学 2025-12-30 Alessio Benavoli , Alessandro Facchini , Marco Zaffalon

Personal AI assistants have changed how people use institutional and professional advice. We study this new strategic setting in which individuals may stochastically consult a personal AI whose recommendation is predictable to the focal…

机器学习 · 计算机科学 2026-03-03 Yueyang Liu , Wichinpong Park Sinchaisri

Trust biases how users rely on AI recommendations in AI-assisted decision-making tasks, with low and high levels of trust resulting in increased under- and over-reliance, respectively. We propose that AI assistants should adapt their…

人机交互 · 计算机科学 2026-01-27 Tejas Srinivasan , Jesse Thomason

As AI systems increasingly take on instructional roles - providing feedback, guiding practice, evaluating work - a fundamental question emerges: does it matter to learners who they believe is on the other side? We investigated this using a…

人机交互 · 计算机科学 2026-04-06 Caitlin Morris , Pattie Maes

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

人机交互 · 计算机科学 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

About 32% of a software practitioners' day involves seeking and using information to support task completion. Although the information needs of software practitioners have been studied extensively, the impact of AI-assisted tools on their…

软件工程 · 计算机科学 2025-04-28 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

AI-based interactive assistants are advancing human-augmenting technology, yet their effects on users' mental and physiological states remain under-explored. We address this gap by analyzing how Copilot for Microsoft Word, a LLM-based…

人机交互 · 计算机科学 2025-06-05 Matthew Russell , Aman Shah , Giles Blaney , Judith Amores , Mary Czerwinski , Robert J. K. Jacob

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…

综合经济学 · 经济学 2025-06-05 Cathy , Yang , Kevin Bauer , Xitong Li , Oliver Hinz

Artificial intelligence (AI) is increasingly being considered to assist human decision-making in high-stake domains (e.g. health). However, researchers have discussed an issue that humans can over-rely on wrong suggestions of the AI model…

人机交互 · 计算机科学 2023-08-09 Min Hun Lee , Chong Jun Chew

Human-AI coevolution, defined as a process in which humans and AI algorithms continuously influence each other, increasingly characterises our society, but is understudied in artificial intelligence and complexity science literature.…

Recent advances in generative AI technologies like large language models raise both excitement and concerns about the future of human-AI co-creation in writing. To unpack people's attitude towards and experience with generative AI-powered…

人机交互 · 计算机科学 2024-03-19 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

Large language models (LLMs) have the potential to boost human productivity by speeding up task completion -- provided users know when to offload cognitive work to them. But we do not know if users are well-calibrated in estimating these…

计算机与社会 · 计算机科学 2026-05-25 Sunny Yu , Myra Cheng , Ahmad Jabbar , Ilia Sucholutsky , Katherine M. Collins , Dan Jurafsky , Robert D. Hawkins

In decision support applications of AI, the AI algorithm's output is framed as a suggestion to a human user. The user may ignore this advice or take it into consideration to modify their decision. With the increasing prevalence of such…

人工智能 · 计算机科学 2022-06-03 Kailas Vodrahalli , Roxana Daneshjou , Tobias Gerstenberg , James Zou

AI-enabled decision-support systems aim to help medical providers rapidly make decisions with limited information during medical emergencies. A critical challenge in developing these systems is supporting providers in interpreting the…

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…

综合经济学 · 经济学 2025-11-25 David Almog

As AI assistants become integrated into safety engineering workflows for Physical AI systems, a critical question emerges: does AI assistance improve safety analysis quality, or introduce systematic blind spots that surface only through…

人工智能 · 计算机科学 2026-03-30 Umair Siddique

We examined the effectiveness of various human-AI collaboration designs on creative work. Through a human subjects experiment set in the context of creative writing, we found that while AI assistance improved productivity across all models,…

人机交互 · 计算机科学 2025-01-31 Kartik Hosanagar , Daehwan Ahn

In this work, we empirically examine human-AI decision-making in the presence of explanations based on predicted outcomes. This type of explanation provides a human decision-maker with expected consequences for each decision alternative at…

人机交互 · 计算机科学 2022-08-31 Johannes Jakubik , Jakob Schöffer , Vincent Hoge , Michael Vössing , Niklas Kühl

Machine Learning algorithms are technological key enablers for artificial intelligence (AI). Due to the inherent complexity, these learning algorithms represent black boxes and are difficult to comprehend, therefore influencing compliance…

计算机与社会 · 计算机科学 2020-02-21 NIklas Kuhl , Jodie Lobana , Christian Meske