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Pull request latency evaluation is an essential application of effort evaluation in the pull-based development scenario. It can help the reviewers sort the pull request queue, remind developers about the review processing time, speed up the…

Software Engineering · Computer Science 2021-08-24 Xunhui Zhang , Yue Yu , Tao Wang , Ayushi Rastogi , Huaimin Wang

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Computation and Language · Computer Science 2026-04-20 Myke C. Cohen , Mingqian Zheng , Neel Bhandari , Hsien-Te Kao , Xuhui Zhou , Daniel Nguyen , Laura Cassani , Maarten Sap , Svitlana Volkova

Developing AI models that are useful in clinical practice, requires efficient collaboration between clinicians and AI developers. This poses a practical challenge: clinicians must repeatedly communicate and refine their requirements with AI…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Zihao Zhao , Frederik Hauke , Juliana De Castilhos , Mathis Bode , Jakob Nikolas Kather , Sven Nebelung , Daniel Truhn

The creation of effective governance mechanisms for AI agents requires a deeper understanding of their core properties and how these properties relate to questions surrounding the deployment and operation of agents in the world. This paper…

Computers and Society · Computer Science 2025-05-01 Atoosa Kasirzadeh , Iason Gabriel

This study focuses on understanding the complex dynamics between humans and AI systems by analyzing user reviews. While previous research has explored various aspects of human-AI interaction, such as user perceptions and ethical…

Human-Computer Interaction · Computer Science 2025-11-18 Parisa Arbab , Xiaowen Fang

As software systems grow increasingly complex, ensuring security during development poses significant challenges. Traditional manual code audits are often expensive, time-intensive, and ill-suited for fast-paced workflows, while automated…

Cryptography and Security · Computer Science 2025-03-24 John Naulty , Eason Chen , Joy Wang , George Digkas , Kostas Chalkias

Code review is central to software engineering education but hard to scale in capstone projects due to tight deadlines, uneven peer feedback, and limited prior experience. We investigate an LLM-as-reviewer integrated directly into GitHub…

Software Engineering · Computer Science 2026-04-28 Eduardo Oliveira , Michael Fu , Patanamon Thongtanunam , Sonsoles López-Pernas , Mohammed Saqr

LLM-based autonomous coding agents have reshaped software development. While these agents excel at code generation, open questions persist about the long-term maintainability of AI-generated code. This study empirically investigates the…

Software Engineering · Computer Science 2026-05-12 Shota Sawada , Tatsuya Shirai , Yutaro Kashiwa , Ken'ichi Yamaguchi , Hiroshi Iwata , Hajimu Iida

Explainable AI techniques that describe agent reward functions can enhance human-robot collaboration in a variety of settings. One context where human understanding of agent reward functions is particularly beneficial is in the value…

Robotics · Computer Science 2021-10-11 Lindsay Sanneman , Julie Shah

The proliferation of agent frameworks has led to fragmentation in how agents are defined, executed, and evaluated. Existing systems differ in their abstractions, data flow semantics, and tool integrations, making it difficult to share or…

Peer learning, where learners teach and learn from each other, is foundational to educational practice. A novel phenomenon has emerged: AI agents forming communities where they share skills, discoveries, and collaboratively discuss…

Human-Computer Interaction · Computer Science 2026-03-31 Eason Chen , Ce Guan , A Elshafiey , Zhonghao Zhao , Joshua Zekeri , Afeez Edeifo Shaibu , Emmanuel Osadebe Prince

The rapid development of large language models (LLMs) has led to the widespread deployment of LLM agents across diverse industries, including customer service, content generation, data analysis, and even healthcare. However, as more LLM…

Artificial Intelligence · Computer Science 2025-06-24 Yingxuan Yang , Huacan Chai , Yuanyi Song , Siyuan Qi , Muning Wen , Ning Li , Junwei Liao , Haoyi Hu , Jianghao Lin , Gaowei Chang , Weiwen Liu , Ying Wen , Yong Yu , Weinan Zhang

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

Developers use tools such as GitHub pull requests to review code, discuss proposed changes, and request modifications. While changed files are commonly presented in alphabetical order, this does not necessarily coincide with the reviewer's…

Software Engineering · Computer Science 2025-10-07 Abir Bouraffa , Carolin Brandt , Andy Zaidmann , Walid Maalej

This paper aims to explore fundamental questions in the era when AI coding assistants like GitHub Copilot are widely adopted: what do developers truly value and criticize in AI coding assistants, and what does this reveal about their needs…

Software Engineering · Computer Science 2025-08-19 Yunbo Lyu , Zhou Yang , Jieke Shi , Jianming Chang , Yue Liu , David Lo

AI coding agents make empirical specification search fast and cheap, but they also widen hidden researcher degrees of freedom. Building on an open-source agent-loop architecture, this paper adapts that framework to an empirical economics…

Econometrics · Economics 2026-03-23 Minchul Shin

Participatory AI, in which impacted community members and other stakeholders are involved in the design and development of AI systems, holds promise as a way to ensure AI is developed to meet their needs and reflect their values. However,…

Computers and Society · Computer Science 2025-08-29 Eugene Kim , Vaibhav Balloli , Berelian Karimian , Elizabeth Bondi-Kelly , Benjamin Fish

Open source software development has become more social and collaborative, evident GitHub. Since 2016, GitHub started to support more informal methods such as emoji reactions, with the goal to reduce commenting noise when reviewing any code…

Software Engineering · Computer Science 2023-07-17 Dong Wang , Tao Xiao , Teyon Son , Raula Gaikovina Kula , Takashi Ishio , Yasutaka Kamei , Kenichi Matsumoto

Human-AI collaborative tools attract attentions from the data storytelling community to lower the expertise barrier and streamline the workflow. The recent advance in large-scale generative AI techniques, e.g., large language models (LLMs)…

Human-Computer Interaction · Computer Science 2025-10-31 Haotian Li , Yun Wang , Huamin Qu

Artificial Intelligence (AI) chatbots are increasingly used for emotional, creative, and social support, leading to sustained and routine user interaction with these systems. As these applications evolve through frequent version updates,…

Human-Computer Interaction · Computer Science 2026-04-10 Sirajam Munira , Lydia Manikonda