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This paper introduces "GAIDE: Generative AI for Instructional Development and Education," a novel framework for using Generative AI (GenAI) to enhance educational content creation. GAIDE stands out by offering a practical approach for…

Computers and Society · Computer Science 2025-03-18 Ethan Dickey , Andres Bejarano

Traditional synchronous STEM assessments face growing challenges including accessibility barriers, security concerns from resource-sharing platforms, and limited comparability across institutions. We present a framework for generating and…

Computers and Society · Computer Science 2026-05-19 Naiming Liu , Leo Murch , Spencer Moore , Tong Wan , Shashank Sonkar , Richard Baraniuk , Zhongzhou Chen

The increased use of software in the operation and management of telecommunication networks has moved the industry one step closer to realizing autonomous network operation. One consequence of this shift is the significantly increased need…

Networking and Internet Architecture · Computer Science 2025-10-06 Shenjia Ding , David Flynn , Paul Harvey

Artificial General Intelligence (AGI) promises transformative benefits but also presents significant risks. We develop an approach to address the risk of harms consequential enough to significantly harm humanity. We identify four areas of…

The availability and abundance of GenAI tools to administer tasks traditionally managed by people have raised concerns, particularly within the education and academic sectors, as some students may highly rely on these tools to complete the…

Computers and Society · Computer Science 2025-04-15 Mahshid Sadeghpour , Arathi Arakala , Asha Rao

Context. The rise of generative AI (GenAI) tools like ChatGPT and GitHub Copilot has transformed how software is learned and written. In software engineering (SE) education, these tools offer new opportunities for support, but also raise…

Software Engineering · Computer Science 2025-12-05 Qiaolin Qin , Ronnie de Souza Santos , Rodrigo Spinola

Generative AI(GenAI) is a kind of AI model capable of producing human-like content in various modalities, including text, image, audio, video, and computer programming. Although GenAI offers great potential for education, its value often…

Human-Computer Interaction · Computer Science 2025-12-09 Yun Dai , Sichen Lai

Test Input Generators (TIGs) are crucial to assess the ability of Deep Learning (DL) image classifiers to provide correct predictions for inputs beyond their training and test sets. Recent advancements in Generative AI (GenAI) models have…

Machine Learning · Computer Science 2024-12-24 Maryam , Matteo Biagiola , Andrea Stocco , Vincenzo Riccio

We present an explainable, bias-aware generative framework that unifies cross-modal attention fusion, Grad-CAM++ attribution, and a Reveal-to-Revise feedback loop within a single training paradigm. The architecture couples a conditional…

Machine Learning · Computer Science 2026-04-08 Noor Islam S. Mohammad , Md Muntaqim Meherab

Artificial Intelligence (AI), particularly through the advent of large-scale generative AI (GenAI) models such as Large Language Models (LLMs), has become a transformative element in contemporary technology. While these models have unlocked…

Software Engineering · Computer Science 2024-01-19 Boming Xia , Qinghua Lu , Liming Zhu , Sung Une Lee , Yue Liu , Zhenchang Xing

The exponential growth of scientific literature, datasets, and code repositories has created a discovery bottleneck that impedes knowledge synthesis and reproducibility. Traditional dissemination formats -- static PDFs, siloed code hosting,…

Digital Libraries · Computer Science 2026-03-03 Martin G. Frasch

This paper introduces `Math Battles with AI', an innovative competitive format designed at ITMO University to redefine the role of generative AI in mathematics education. Moving away from a purely defensive stance, the authors propose an AI…

Human-Computer Interaction · Computer Science 2026-03-04 Maria Moskalenko , Alexander Trifanov , Roman Popkov , Arina Tabieva , Maria Smirnova , Konstantin Pravdin , Daniil Bakalin

Generative artificial intelligence (GenAI) tools are increasingly present in higher education, yet their adoption has been largely student-driven, requiring instructors to respond to technologies already embedded in classroom practices.…

Computers and Society · Computer Science 2026-03-05 Akila de Silva , Isabel Hyo Jung Song , Hui Yang , Shah Rukh Humayoun

Recent advances in Generative AI have transformed how users interact with data analysis through natural language interfaces. However, many systems rely too heavily on LLMs, creating risks of hallucination, opaque reasoning, and reduced user…

Human-Computer Interaction · Computer Science 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

The growing use of generative AI tools like ChatGPT has raised urgent concerns about their impact on student learning, particularly the potential erosion of critical thinking and creativity. As students increasingly turn to these tools to…

Computers and Society · Computer Science 2025-04-01 Muhammad Sajjad Akbar

The rapid advancement of generative AI has revolutionized image creation, enabling high-quality synthesis from text prompts while raising critical challenges for media authenticity. We present Ai-GenBench, a novel benchmark designed to…

Computer Vision and Pattern Recognition · Computer Science 2025-12-17 Lorenzo Pellegrini , Davide Cozzolino , Serafino Pandolfini , Davide Maltoni , Matteo Ferrara , Luisa Verdoliva , Marco Prati , Marco Ramilli

The grading of open-ended questions is a high-effort, high-impact task in education. Automating this task promises a significant reduction in workload for education professionals, as well as more consistent grading outcomes for students, by…

Artificial Intelligence · Computer Science 2024-05-08 Alexandra Gobrecht , Felix Tuma , Moritz Möller , Thomas Zöller , Mark Zakhvatkin , Alexandra Wuttig , Holger Sommerfeldt , Sven Schütt

Recent years have seen the ever-increasing importance of pre-trained models and their downstream training in deep learning research and applications. At the same time, the defense for adversarial examples has been mainly investigated in the…

Machine Learning · Computer Science 2023-03-21 Ziquan Liu , Yi Xu , Xiangyang Ji , Antoni B. Chan

Future wireless services must be focused on improving the quality of life by enabling various applications, such as extended reality, brain-computer interaction, and healthcare. These applications have diverse performance requirements…

Networking and Internet Architecture · Computer Science 2022-02-08 Latif U. Khan , Zhu Han , Walid Saad , Ekram Hossain , Mohsen Guizani , Choong Seon Hong

Generative AI (GenAI) is transforming creative fields shaping our culture and our heritage. We focus on widespread interactions between clients and (creative) specialists highlighting a change in interaction patterns leading to a shift from…

Artificial Intelligence · Computer Science 2025-12-05 Johannes Schneider , Kilic Sinem , Daniel Stockhammer
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