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Researchers in physics education have advocated both for including modeling in science classrooms as well as promoting student engagement with sensemaking. These two processes facilitate the generation of new knowledge by connecting to…

Physics Education · Physics 2023-01-31 Amogh Sirnoorkar , James T. Laverty , Paul D. O. Bergeron

There is an increasing need in our society to achieve faster advances in Science to tackle urgent problems, such as climate changes, environmental hazards, sustainable energy systems, pandemics, among others. In certain domains like…

Generative AI is reshaping higher education programming through vibe coding, where students collaborate with AI via natural language rather than writing code line-by-line. We conceptualize this practice as help-seeking, analyzing 19,418…

Artificial Intelligence · Computer Science 2026-05-01 Daiana Rinja , Eduardo Araujo Oliveira , Sonsoles López-Pernas , Mohammed Saqr , Marcus Specht , Kamila Misiejuk

A long-standing vision of computing is the personal AI system: one that understands us well enough to address our underlying needs. Today's AI focuses on what users do, ignoring why they might be doing such things in the first place. As a…

Human-Computer Interaction · Computer Science 2026-04-10 Dora Zhao , Michelle S. Lam , Diyi Yang , Michael S. Bernstein

As an increasing number of interactive devices offer human-like assistance, there is a growing need to understand the human experience of interactive agents. When interactive artefacts with human-like features become intertwined in our…

Human-Computer Interaction · Computer Science 2020-09-11 Jasmin Niess , Paweł W. Woźniak

Can AI accelerate the development of AI itself? While recent agentic systems have shown strong performance on well-scoped tasks with rapid feedback, it remains unclear whether they can tackle the costly, long-horizon, and weakly supervised…

Artificial Intelligence · Computer Science 2026-04-01 Weixian Xu , Tiantian Mi , Yixiu Liu , Yang Nan , Zhimeng Zhou , Lyumanshan Ye , Lin Zhang , Yu Qiao , Pengfei Liu

Intelligent systems have traditionally been designed as tools rather than collaborators, often lacking critical characteristics that collaboration partnerships require. Recent advances in large language model (LLM) agents open new…

Human-Computer Interaction · Computer Science 2026-02-17 Bingsheng Yao , Jiaju Chen , Chaoran Chen , April Wang , Toby Jia-jun Li , Dakuo Wang

Scientific discovery relies on scientists generating novel hypotheses that undergo rigorous experimental validation. To augment this process, we introduce an AI co-scientist, a multi-agent system built on Gemini 2.0. The AI co-scientist is…

Explanation is necessary for humans to understand and accept decisions made by an AI system when the system's goal is known. It is even more important when the AI system makes decisions in multi-agent environments where the human does not…

We propose a new method for explanations in Artificial Intelligence (AI) and a tool to test its expressive power within a user interface. In order to bridge the gap between philosophy and human-computer interfaces, we show a new approach…

Artificial Intelligence · Computer Science 2021-09-10 Francesco Sovrano , Fabio Vitali

An important recurring pattern in scientific breakthroughs is a two-stage process: an initial phase of undirected experimentation that yields an unexpected finding, followed by a retrospective phase that explains why the finding works and…

Artificial Intelligence · Computer Science 2026-04-08 Zhe Zhao , Haibin Wen , Jiaming Ma , Jiachang Zhan , Tianyi Xu , Ye Wei , Qingfu Zhang

When working on digital devices, people often face distractions that can lead to a decline in productivity and efficiency, as well as negative psychological and emotional impacts. To address this challenge, we introduce a novel Artificial…

Human-Computer Interaction · Computer Science 2026-03-03 Juheon Choi , Juyong Lee , Jian Kim , Chanyoung Kim , Taywon Min , W. Bradley Knox , Min Kyung Lee , Kimin Lee

When deploying autonomous agents in the real world, we need effective ways of communicating objectives to them. Traditional skill learning has revolved around reinforcement and imitation learning, each with rigid constraints on the format…

Artificial Intelligence · Computer Science 2019-11-21 Mark Woodward , Chelsea Finn , Karol Hausman

While LLMs have shown impressive capabilities in solving math or coding problems, the ability to make scientific discoveries remains a distinct challenge. This paper proposes a "Turing test for an AI scientist" to assess whether an AI agent…

Artificial Intelligence · Computer Science 2024-05-24 Xiaoxin Yin

Social and behavioral scientists increasingly aim to study how humans interact, collaborate, and make decisions alongside artificial intelligence. However, the experimental infrastructure for such work remains underdeveloped: (1) few…

Human-Computer Interaction · Computer Science 2025-10-16 Crystal Qian , Vivian Tsai , Michael Behr , Nada Hussein , Léo Laugier , Nithum Thain , Lucas Dixon

This paper investigates the potential of AI models, particularly large language models (LLMs), to support knowledge exploration and augment human creativity during ideation. We present "Latent Lab" an interactive tool for discovering…

Artificial Intelligence · Computer Science 2023-11-23 Kevin Dunnell , Trudy Painter , Andrew Stoddard , Andy Lippman

While designers increasingly leverage Generative AI for divergent exploration, current interaction is optimized for convergent refinement, forcing users to specify fixed targets rather than open-ended search spaces. Based on a formative…

Human-Computer Interaction · Computer Science 2026-05-12 DaEun Choi , Kihoon Son , Jaesang Yu , Hyunjoon Jung , Juho Kim

From school admissions to hiring and investment decisions, the first step behind many high-stakes decision-making processes is "deciding how to decide." Formulating effective criteria to guide decision-making requires an iterative process…

Human-Computer Interaction · Computer Science 2025-04-18 Chance Castañeda , Jessica Mindel , Will Page , Hayden Stec , Manqing Yu , Kenneth Holstein

Artificial intelligence is rapidly transforming astronomical research, yet the scientific community has largely treated this transformation as an engineering challenge rather than an epistemological one. This perspective article argues that…

Instrumentation and Methods for Astrophysics · Physics 2026-04-28 Yuan-Sen Ting , André Curtis-Trudel , Siyu Yao

Design processes involve exploration, iteration, and movement across interconnected stages such as persona creation, problem framing, solution ideation, and prototyping. However, time and resource constraints often hinder designers from…

Human-Computer Interaction · Computer Science 2025-08-18 Sangho Suh , Michael Lai , Kevin Pu , Steven P. Dow , Tovi Grossman