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In collaborative learning, clients keep their data private and communicate only the computed gradients of the deep neural network being trained on their local data. Several recent attacks show that one can still extract private information…

Machine Learning · Computer Science 2022-07-26 Fan Mo , Anastasia Borovykh , Mohammad Malekzadeh , Soteris Demetriou , Deniz Gündüz , Hamed Haddadi

With the recent development and integration of autonomous vehicles (AVs) in transportation systems of the modern world, the emphasis on customizing user interfaces to optimize the overall user experience has been growing expediently.…

Human-Computer Interaction · Computer Science 2025-12-16 Reeteesha Roy

Automated feedback systems have become increasingly integral to programming education, where learners engage in iterative cycles of code construction, testing, and refinement. Despite its wider integration in practices and technical…

Computers and Society · Computer Science 2026-02-03 Yeonji Jung , Yunseo Lee , Jiyeong Bae , DoYong Kim , Heungsoo Choi , Minji Kang , Unggi Lee

Generative AI (GenAI) tools such as ChatGPT now provide novice programmers with instant, personalized support and are reshaping computing education. While a growing body of work examines AI's immediate impacts, longitudinal evidence remains…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Huiyong Li , Gen Li , Li Chen , Cheng Tang , Atsushi Shimada , Shin'ichi Konomi

Educational technology has attained significant importance as a mechanism for supporting experiential learning of science concepts. However, the growth of this mechanism is limited by the significant time and technical expertise needed to…

Physics Education · Physics 2015-06-16 Nathan E. Sanders , Chris Faesi , Alyssa A. Goodman

It is becoming increasingly clear that users should own and control their data. Utility providers are also becoming more interested in guaranteeing data privacy. As such, users and utility providers should collaborate in data privacy, a…

Machine Learning · Statistics 2018-05-22 Martin Bertran , Natalia Martinez , Afroditi Papadaki , Qiang Qiu , Miguel Rodrigues , Guillermo Sapiro

High-quality computer science (CS) instruction is essential for preparing students to thrive in an increasingly technology-driven world. This research brief presents findings from a six-year longitudinal study of CS enrollments in seven…

Computers and Society · Computer Science 2025-03-10 Cynthia L. Blitz , David J. Amiel , Teresa G. Duncan

This research paper presents a study of undergraduate technology students' self-reflective learning about artificial intelligence (AI). Research on AI literacy proposes that learners must develop five competencies associated with AI:…

Computers and Society · Computer Science 2025-08-22 Ashish Hingle , Aditya Johri

Machine learning has seen a vast increase of interest in recent years, along with an abundance of learning resources. While conventional lectures provide students with important information and knowledge, we also believe that additional…

Computers and Society · Computer Science 2021-07-30 Sebastian Raschka

As Artificial Intelligence (AI) increasingly impacts professional practice, there is a growing need to AI-related competencies into higher education curricula. However, research on the implementation of AI education within study programs…

Computers and Society · Computer Science 2025-08-22 Johannes Schleiss , Anke Manukjan , Michelle Ines Bieber , Sebastian Lang , Sebastian Stober

Security, privacy, and fairness have become critical in the era of data science and machine learning. More and more we see that achieving universally secure, private, and fair systems is practically impossible. We have seen for example how…

Machine Learning · Statistics 2017-05-24 Jure Sokolic , Qiang Qiu , Miguel R. D. Rodrigues , Guillermo Sapiro

The introduction of generative artificial intelligence applications to the public has led to heated discussions about its potential impacts and risks for K-12 education. One particular challenge has been to decide what students should learn…

Computers and Society · Computer Science 2026-02-20 Yasmin Kafai , Shuchi Grover

Computing education and computing students are rapidly integrating generative AI, but we know relatively little about how different pedagogical strategies for intentionally integrating generative AI affect students' self-efficacy and career…

Human-Computer Interaction · Computer Science 2025-05-27 Troy Schotter , Saba Kawas , James Prather , Juho Leinonen , Jon Ippolito , Greg L Nelson

The Louisiana Department of Education partnered with the Gordon A. Cain Center at LSU to pilot a Computing High School Graduation Pathway. The first course in the pathway, Introduction to Computational Thinking (ICT), is designed to teach…

Computers and Society · Computer Science 2019-12-03 Fernando Alegre , John Underwoood , Juana Moreno , Mario Alegre

The game industry is moving into an era where old-style game engines are being replaced by re-engineered systems with embedded machine learning technologies for the operation, analysis and understanding of game play. In this paper, we…

Computers and Society · Computer Science 2021-01-05 Yilei Zeng , Aayush Shah , Jameson Thai , Michael Zyda

A brain-computer interface (BCI) establishes a direct communication pathway between the human brain and a computer. It has been widely used in medical diagnosis, rehabilitation, education, entertainment, etc. Most research so far focuses on…

Human-Computer Interaction · Computer Science 2024-12-17 K. Xia , W. Duch , Y. Sun , K. Xu , W. Fang , H. Luo , Y. Zhang , D. Sang , X. Xu , F-Y Wang , D. Wu

In response to the exponential growth in the use of artificial intelligence and machine learning applications, educators, researchers and policymakers have taken steps to integrate artificial intelligence applications into K-12 education.…

Computers and Society · Computer Science 2026-02-20 Yasmin Kafai , José Ramón Lizárraga , R. Benjamin Shapiro

AI-powered educational technologies have demonstrated measurable benefits for learners, but their design and evaluation have largely centered on K-12 contexts. As a result, many AI-supported learning systems remain poorly aligned with the…

This paper addresses the challenge of balancing learner data privacy with the use of data in learning analytics (LA) by proposing a novel framework by applying Differential Privacy (DP). The need for more robust privacy protection keeps…

Cryptography and Security · Computer Science 2025-01-06 Qinyi Liu , Ronas Shakya , Mohammad Khalil , Jelena Jovanovic

Perceptions of intelligence shape how learners evaluate and rely on artificial intelligence (AI) systems. Despite rapid advances in AI capabilities, the impact of sustained exposure to these tools on students' valuation of human…

Computers and Society · Computer Science 2026-05-19 Islem Rekik