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This research addresses a fundamental question in AI: whether large language models truly understand concepts or simply recognize patterns. The authors propose bidirectional reasoning,the ability to apply transformations in both directions…

Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

Human-Computer Interaction · Computer Science 2025-09-10 Bo Yuan , Jiazi Hu

This paper presents multi- and interdisciplinary approaches for finding the appropriate AI technologies for research information. Professional research information management (RIM) is becoming increasingly important as an expressly…

Digital Libraries · Computer Science 2024-05-24 Otmane Azeroual , Tibor Koltay

Artificial Intelligence (AI) is at the forefront of modern technology, and its effects are felt in many areas of society. To prevent algorithmic disparities, fairness, accountability, transparency, and ethics (FATE) in AI are being…

Computers and Society · Computer Science 2023-11-14 Isa Inuwa-Dutse

In the past decade, the deployment of deep learning (Artificial Intelligence (AI)) methods has become pervasive across a spectrum of real-world applications, often in safety-critical contexts. This comprehensive research article rigorously…

Computers and Society · Computer Science 2024-03-01 Sidra Nasir , Rizwan Ahmed Khan , Samita Bai

Companies have considered adoption of various high-level artificial intelligence (AI) principles for responsible AI, but there is less clarity on how to implement these principles as organizational practices. This paper reviews the…

Computers and Society · Computer Science 2020-06-09 Daniel Schiff , Bogdana Rakova , Aladdin Ayesh , Anat Fanti , Michael Lennon

In the early stages of scientific research, researchers rely on core scholarly judgments to identify relevant literature, assess credible evidence, and determine which directions merit pursuit. As AI tools become increasingly integrated…

Computers and Society · Computer Science 2026-04-28 Sanjana Gautam , Houjiang Liu , Yujin Choi , Matthew Lease

Mainstream creativity support design prioritizes compliant AI for seamless writing interactions, but concerns over inappropriate AI reliance highlight the need for designs fostering reflection on balanced AI and non-AI resource use.…

Human-Computer Interaction · Computer Science 2026-05-19 Hua Xuan Qin , Guangzhi Zhu , Mingming Fan , Pan Hui

While AI innovation accelerates rapidly, the intellectual process behind breakthroughs -- how researchers identify gaps, synthesize prior work, and generate insights -- remains poorly understood. The lack of structured data on scientific…

Artificial Intelligence · Computer Science 2026-01-09 Jiachen Liu , Maestro Harmon , Zechen Zhang

The rapid uptake of generative artificial intelligence (AI) in higher education is reshaping assessment practices and intensifying concerns around academic integrity, fairness, and learning quality. While institutional responses…

Computers and Society · Computer Science 2026-05-28 Ndidi Bianca Ogbo , Zhao Song , Shatha Ghareeb , The Anh Han

This concluding chapter explores how artificial intelligence (AI) is reshaping the purposes, practices, and outcomes of science education, and proposes a human-centered framework for its responsible integration. Drawing on insights from…

Computers and Society · Computer Science 2026-02-24 Xiaoming Zhai , Kent Crippen

Deep learning models have demonstrated exceptional performance across a wide range of computer vision tasks. However, their performance often degrades significantly when faced with distribution shifts, such as domain or dataset changes.…

Computer Vision and Pattern Recognition · Computer Science 2025-07-09 Samuel Barbeau , Pedram Fekri , David Osowiechi , Ali Bahri , Moslem Yazdanpanah , Masih Aminbeidokhti , Christian Desrosiers

Throughout history, a prevailing paradigm in mental healthcare has been one in which distressed people may receive treatment with little understanding around how their experience is perceived by their care provider, and in turn, the…

Human-Computer Interaction · Computer Science 2026-02-23 Sachin R. Pendse , Darren Gergle , Rachel Kornfield , Kaylee Kruzan , David Mohr , Jessica Schleider , Jina Suh , Annie Wescott , Jonah Meyerhoff

With the goal of uncovering the challenges faced by European AI students during their research endeavors, we surveyed 28 AI doctoral candidates from 13 European countries. The outcomes underscore challenges in three key areas: (1) the…

Computers and Society · Computer Science 2024-08-14 Andrea Hrckova , Jennifer Renoux , Rafael Tolosana Calasanz , Daniela Chuda , Martin Tamajka , Jakub Simko

Rising concern for the societal implications of artificial intelligence systems has inspired demands for greater transparency and accountability. However the datasets which empower machine learning are often used, shared and re-used with…

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

The rise of AI, especially Large Language Models, presents challenges and opportunities to integrate such technology into the classroom. AI has the potential to revolutionize education by helping teaching staff with various tasks, such as…

Human-Computer Interaction · Computer Science 2025-07-01 Jarne Thys , Sebe Vanbrabant , Davy Vanacken , Gustavo Rovelo Ruiz

There is a growing debate amongst academics and practitioners on whether interventions made, thus far, towards Responsible AI would have been enough to engage with root causes of AI problems. Failure to effect meaningful changes in this…

Computers and Society · Computer Science 2022-05-03 Ehsan Nabavi , Chris Browne

Complex networks pervade various real-world systems, from the natural environment to human societies. The essence of these networks is in their ability to transition and evolve from microscopic disorder-where network topology and node…

Social and Information Networks · Computer Science 2025-06-10 Jingtao Ding , Chang Liu , Yu Zheng , Yunke Zhang , Zihan Yu , Ruikun Li , Hongyi Chen , Jinghua Piao , Huandong Wang , Jiazhen Liu , Yong Li

Queer people are often discussed as targets of bias, harm, or discrimination in research on generative AI. However, the specific ways that queer people engage with generative AI, and thus possible uses that support queer people, have yet to…

Human-Computer Interaction · Computer Science 2025-05-06 Jordan Taylor , Joel Mire , Franchesca Spektor , Alicia DeVrio , Maarten Sap , Haiyi Zhu , Sarah Fox