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Generative AI poses both opportunities and risks for solving inverse design problems in the sciences. Generative tools provide the ability to expand and refine a search space autonomously, but do so at the cost of exploring low-quality…

Machine Learning · Computer Science 2025-10-01 Marcus Schwarting , Logan Ward , Nathaniel Hudson , Xiaoli Yan , Ben Blaiszik , Santanu Chaudhuri , Eliu Huerta , Ian Foster

The chapter discusses the foundational impact of modern generative AI models on information access (IA) systems. In contrast to traditional AI, the large-scale training and superior data modeling of generative AI models enable them to…

Information Retrieval · Computer Science 2025-01-07 Qingyao Ai , Jingtao Zhan , Yiqun Liu

The advent of generative artificial intelligence (GAI) has brought about a notable surge in the field of education. The use of GAI to support learning is becoming increasingly prevalent among students. However, the manner and extent of its…

Computers and Society · Computer Science 2026-05-19 Meijuan Xie , Liling Luo

This study examined how high school students with different motivational profiles use generative AI tools in math and writing. Through K-means clustering analysis of survey data from 6,793 Mexican high school students, we identified three…

Computers and Society · Computer Science 2026-04-02 Echo Zexuan Pan , Danny Glick , Ying Xu

This study examined how AI-generated summaries, which have become visually prominent in online search results, affect how users think about different issues. In a preregistered randomized controlled experiment, participants (N = 2,004)…

Human-Computer Interaction · Computer Science 2025-12-05 Yiwei Xu , Saloni Dash , Sungha Kang , Wang Liao , Emma S. Spiro

Reminiscence activities, which involve recalling and sharing past experiences, have proven beneficial for improving cognitive function, mood, and overall well-being. However, urbanization has led to the disappearance of familiar…

Human-Computer Interaction · Computer Science 2025-09-09 Ruohao Li , Jiawei Li , Jia Sun , Zhiqing Wu , Zisu Li , Ziyan Wang , Ge Lin Kan , Mingming Fan

With increasing awareness of the hallucination risks of generative artificial intelligence (AI), we see a growing shift toward providing information tooling to help users determine the veracity of AI-generated answers for themselves. User…

Human-Computer Interaction · Computer Science 2026-03-13 Jessica Irons , Patrick Cooper , Necva Bolucu , Roelien Timmer , Huichen Yang , Changhyun Lee , Brian Jin , Andreas Duenser , Stephen Wan

There are obvious benefits to integrating generative AI (artificial intelligence) into language learning and teaching. Those include using AI as a language tutor, creating learning materials, or assessing learner output. However, due to how…

Computation and Language · Computer Science 2024-10-21 Robert Godwin-Jones`

The increasing demand for digital literacy and artificial intelligence (AI) fluency in the workforce has highlighted the need for scalable, efficient programming instruction. This study evaluates the effectiveness of integrating generative…

Computers and Society · Computer Science 2025-05-28 Ian McCulloh , Pedro Rodriguez , Srivaths Kumar , Manu Gupta , Viplove Raj Sharma , Benjamin Johnson , Anthony N. Johnson

Generative AI technologies such as ChatGPT, Gemini, and MidJourney have made remarkable progress in recent years. Recent literature has documented ChatGPT's positive impact on productivity in areas where it has strong expertise,…

General Economics · Economics 2024-03-05 Voraprapa Nakavachara , Tanapong Potipiti , Thanee Chaiwat

Recent generative AI systems have demonstrated more advanced persuasive capabilities and are increasingly permeating areas of life where they can influence decision-making. Generative AI presents a new risk profile of persuasion due the…

Artificial Intelligence (AI) is making a major impact on healthcare, particularly through its application in natural language processing (NLP) and predictive analytics. The healthcare sector has increasingly adopted AI for tasks such as…

Databases · Computer Science 2025-06-02 Karan Hanswadkar , Anika Kanchi , Shivani Tripathi , Shi Qiao , Rony Chatterjee , Alekh Jindal

The development of Natural Language Generation models has led to the creation of powerful Artificial Intelligence-assisted writing tools. These tools are capable of predicting users' needs and actively providing suggestions as they write.…

Human-Computer Interaction · Computer Science 2023-06-30 Carlos Alves Pereira , Tanay Komarlu , Wael Mobeirek

Generative AI technologies have demonstrated significant potential across diverse applications. This study provides a comparative analysis of credit score modeling techniques, contrasting traditional approaches with those leveraging…

Machine Learning · Computer Science 2025-06-10 Nicola Lavecchia , Sid Fadanelli , Federico Ricciuti , Gennaro Aloe , Enrico Bagli , Pietro Giuffrida , Daniele Vergari

Explanatory information helps users to evaluate the suggestions offered by AI-driven decision support systems. With large language models, adjusting explanation expressions has become much easier. However, how these expressions influence…

Human-Computer Interaction · Computer Science 2025-02-28 Ayano Okoso , Mingzhe Yang , Yukino Baba

Generative AI now produces photorealistic portraits that circulate widely in social and newslike contexts. Human ability to distinguish real from synthetic faces is time-sensitive because image generators continue to improve while public…

Human-Computer Interaction · Computer Science 2026-03-26 Sunwhi Kim , Sunyul Kim

This study investigates whether assessments fostering higher-order thinking skills can reduce plagiarism involving generative AI tools. Participants completed three tasks of varying complexity in four groups: control, e-textbook, Google,…

Human-Computer Interaction · Computer Science 2024-12-19 Sacip Toker , Mahir Akgun

We investigate whether and why people might adjust compensation for workers who use AI tools. Across 13 studies (N = 4,956), participants consistently lowered compensation for workers who used AI compared to those who did not. This "AI…

General Economics · Economics 2026-03-06 Jin Kim , Shane Schweitzer , David De Cremer , Christoph Riedl

Generative AI's novel capacities raise questions about the future role of human expertise: does AI level the playing field between professional artists and laypeople, or does expertise enhance AI use? Do the cognitive skills experts make…

Human-Computer Interaction · Computer Science 2026-05-29 Thomas F. Eisenmann , Andres Karjus , Mar Canet Sola , Levin Brinkmann , Bramantyo Ibrahim Supriyatno , Iyad Rahwan

The rapid advancements in large language models and generative artificial intelligence (AI) capabilities are making their broad application in the high-stakes testing context more likely. Use of generative AI in the scoring of constructed…

Computation and Language · Computer Science 2026-03-23 Jodi M. Casabianca , Daniel F. McCaffrey , Matthew S. Johnson , Naim Alper , Vladimir Zubenko