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The emergence of Self-Driving Laboratories (SDLs) transforms scientific discovery methodology by integrating AI with robotic automation to create closed-loop experimental systems capable of autonomous hypothesis generation, experimentation,…

机器人学 · 计算机科学 2026-02-18 Zihan Zhang , Haohui Que , Junhan Chang , Xin Zhang , Hao Wei , Tong Zhu

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

Advanced scientific user facilities, such as next generation X-ray light sources and self-driving laboratories, are revolutionizing scientific discovery by automating routine tasks and enabling rapid experimentation and characterizations.…

仪器与探测器 · 物理学 2025-09-03 Aikaterini Vriza , Michael H. Prince , Tao Zhou , Henry Chan , Mathew J. Cherukara

The evolution of software testing from manual to automated methods has significantly influenced quality assurance (QA) practices. However, challenges persist in post-execution phases, particularly in result analysis and reporting.…

软件工程 · 计算机科学 2024-06-10 Yi Yao , Jun Wang , Yabai Hu , Lifeng Wang , Yi Zhou , Jack Chen , Xuming Gai , Zhenming Wang , Wenjun Liu

AI has the potential to transform scientific discovery by analyzing vast datasets with little human effort. However, current workflows often do not provide the accuracy or statistical guarantees that are needed. We introduce active…

计算机视觉与模式识别 · 计算机科学 2025-11-21 Max Hamilton , Jinlin Lai , Wenlong Zhao , Subhransu Maji , Daniel Sheldon

AI-assisted research compresses ideation, implementation, evaluation, and manuscript writing into a single interactive loop. This compression is useful, but it also creates a publication risk: paper claims can become easier to state than to…

人工智能 · 计算机科学 2026-05-28 Yihan Xia , Taotao Wang

Procedural case logs are a core requirement in radiology training, yet they are time-consuming to complete and prone to inconsistency when authored manually. This study investigates whether large language models (LLMs) can automate…

计算与语言 · 计算机科学 2026-01-21 Nafiz Imtiaz Khan , Kylie Cleland , Vladimir Filkov , Roger Eric Goldman

AI-assisted research is crossing a threshold: fully automated systems can now generate research papers for as little as $15, while long-horizon agents can execute experiments, draft manuscripts, and simulate critique with minimal human…

Can artificial intelligence truly contribute to creative mathematical research, or does it merely automate routine calculations while introducing risks of error? We provide empirical evidence through a detailed case study: the discovery of…

人工智能 · 计算机科学 2026-04-17 Tan Bui-Thanh

Traditional medical basic sciences educational approaches follow a one-size-fits-all model, neglecting the diverse learning styles of individual students. I propose an intelligent AI companion which will fill this gap by providing…

计算机与社会 · 计算机科学 2024-09-18 Ritwik Raj Saxena

Timely and high-quality feedback is essential for effective learning in programming courses; yet, providing such support at scale remains a challenge. While AI-based systems offer scalable and immediate help, their responses can…

计算机与社会 · 计算机科学 2026-01-27 Tung Phung , Heeryung Choi , Mengyan Wu , Christopher Brooks , Sumit Gulwani , Adish Singla

Interactive AI systems increasingly employ a human-in-the-loop strategy. This creates new challenges for the HCI community when designing such systems. We reveal and investigate some of these challenges in a case study with an industry…

人机交互 · 计算机科学 2022-07-27 Changkun Ou , Daniel Buschek , Sven Mayer , Andreas Butz

Scientific discovery has long been constrained by human limitations in expertise, physical capability, and sleep cycles. The recent rise of AI scientists and automated laboratories has accelerated both the cognitive and operational aspects…

Chronic disease management requires regular adherence feedback to prevent avoidable hospitalizations, yet clinicians lack time to produce personalized patient communications. Manual authoring preserves clinical accuracy but does not scale;…

人机交互 · 计算机科学 2026-01-13 Xiaotian Zhang , Jinhong Yu , Pengwei Yan , Le Jiang , Xingyi Shen , Mumo Cheng , Xiaozhong Liu

Recent research advances in Artificial Intelligence (AI) have yielded promising results for automated software vulnerability management. AI-based models are reported to greatly outperform traditional static analysis tools, indicating a…

密码学与安全 · 计算机科学 2024-05-07 Shengye Wan , Joshua Saxe , Craig Gomes , Sahana Chennabasappa , Avilash Rath , Kun Sun , Xinda Wang

This paper presents the concept of AI-supported Mini-Labs, combining smartphone-based experiments with multimodal large language models (MLLMs). Smartphones, with their integrated sensors and computational power, function as versatile…

物理教育 · 物理学 2025-08-25 Jochen Kuhn , David J. Rakestraw , Stefan Küchemann , Patrik Vogt

Under the EU AI Act, translating AI governance requirements into software development practice remains challenging. While AI governance frameworks exist at industry and organizational levels, empirical evidence of team-level implementation…

人工智能 · 计算机科学 2026-04-24 Simon Jarvers , Orestis Papakyriakopoulos

Active learning (AL) is a human-and-model-in-the-loop paradigm that iteratively selects informative unlabeled data for human annotation, aiming to improve over random sampling. However, performing AL experiments with human annotations…

机器学习 · 计算机科学 2023-05-24 Katerina Margatina , Nikolaos Aletras

The recent large language models (LLMs), e.g., ChatGPT, have been able to generate human-like and fluent responses when provided with specific instructions. While admitting the convenience brought by technological advancement, educators…

计算与语言 · 计算机科学 2023-12-27 Zijie Zeng , Lele Sha , Yuheng Li , Kaixun Yang , Dragan Gašević , Guanliang Chen

Peer review remains the central quality-control mechanism of science, yet its ability to fulfill this role is increasingly strained. Empirical studies document serious shortcomings: long publication delays, escalating reviewer burden…

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