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As generative artificial intelligence (GenAI) becomes increasingly capable of delivering personalized learning experiences and real-time feedback, a growing number of students are incorporating these tools into their academic workflows.…

Artificial Intelligence · Computer Science 2025-12-19 Diane Myung-kyung Woodbridge , Allyson Seba , Freddie Seba , Aydin Schwartz

Generative AI tools are increasingly entering academic peer review workflows, raising questions about fairness, accountability, and the legitimacy of evaluative judgment. While these systems promise efficiency gains amid growing reviewer…

Computers and Society · Computer Science 2026-03-24 Tatiana Chakravorti , Pranav Narayanan Venkit , Sourojit Ghosh , Sarah Rajtmajer

The field of deep generative modeling has grown rapidly in the last few years. With the availability of massive amounts of training data coupled with advances in scalable unsupervised learning paradigms, recent large-scale generative models…

Naively trained AI models can be heavily biased. This can be particularly problematic when the biases involve legally or morally protected attributes such as ethnic background, age or gender. Existing solutions to this problem come at the…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Nicholas Rosa , Tom Drummond , Mehrtash Harandi

Ensuring fairness in decentralized multi-agent systems presents significant challenges due to emergent biases, systemic inefficiencies, and conflicting agent incentives. This paper provides a comprehensive survey of fairness in multi-agent…

Multiagent Systems · Computer Science 2025-03-04 Rajesh Ranjan , Shailja Gupta , Surya Narayan Singh

Generative Artificial Intelligence (GenAI) is rapidly gaining momentum in software modeling education, embraced by both students and educators. As GenAI assists with interpreting requirements, formalizing models, and translating students'…

Software Engineering · Computer Science 2025-09-18 Shalini Chakraborty , Lola Burgueño , Nathalie Moreno , Javier Troya , Paula Muñoz

The integration of AI in education holds immense potential for personalizing learning experiences and transforming instructional practices. However, AI systems can inadvertently encode and amplify biases present in educational data, leading…

Machine Learning · Computer Science 2025-11-04 Zhipeng Yin , Sribala Vidyadhari Chinta , Zichong Wang , Matthew Gonzalez , Wenbin Zhang

Due to the cultural and governance differences of countries around the world, there currently exists a wide spectrum of AI regulation policy proposals that have created a chaos in the global AI regulatory space. Properly regulating AI…

Computers and Society · Computer Science 2023-07-25 Weiyue Wu , Shaoshan Liu

Generative AI is rapidly transforming medical imaging and text analysis, offering immense potential for enhanced diagnosis and personalized care. However, this transformative technology raises crucial ethical, societal, and legal questions.…

Computer Vision and Pattern Recognition · Computer Science 2024-06-18 Onyekachukwu R. Okonji , Kamol Yunusov , Bonnie Gordon

The rapid adoption of generative artificial intelligence (GenAI) in research presents both opportunities and ethical challenges that should be carefully navigated. Although GenAI tools can enhance research efficiency through automation of…

Generative AI systems achieve impressive performance on standard benchmarks yet fail to deliver real-world utility, a disconnect we identify across 28 deployment cases spanning education, healthcare, software engineering, and law. We argue…

Machine Learning · Computer Science 2026-05-12 Ishani Mondal , Shweta Bhardwaj

With increasing digitalization, Artificial Intelligence (AI) is becoming ubiquitous. AI-based systems to identify, optimize, automate, and scale solutions to complex economic and societal problems are being proposed and implemented. This…

Generative Artificial Intelligence (GenAI) is rapidly reshaping the global financial landscape, offering unprecedented opportunities to enhance customer engagement, automate complex workflows, and extract actionable insights from vast…

Cryptography and Security · Computer Science 2025-05-01 Bikash Saha , Nanda Rani , Sandeep Kumar Shukla

In today's world, we need to ensure that AI systems are fair and unbiased. Our study looked at tools designed to test the fairness of software to see if they are practical and easy for software developers to use. We found that while some…

Software Engineering · Computer Science 2024-09-05 Thanh Nguyen , Luiz Fernando de Lima , Maria Teresa Badassarre , Ronnie de Souza Santos

This paper presents a critical analysis of generative Artificial Intelligence (AI) detection tools in higher education assessments. The rapid advancement and widespread adoption of generative AI, particularly in education, necessitates a…

Computers and Society · Computer Science 2024-01-02 Cesare G. Ardito

Game theory offers a powerful framework for analyzing strategic interactions among decision-makers, providing tools to model, analyze, and predict their behavior. However, implementing game theory can be challenging due to difficulties in…

Computer Science and Game Theory · Computer Science 2024-05-15 Yaoqi Yang , Hongyang Du , Geng Sun , Zehui Xiong , Dusit Niyato , Zhu Han

The majority of data-driven wireless research leans heavily on discriminative AI (DAI) that requires vast real-world datasets. Unlike the DAI, Generative AI (GenAI) pertains to generative models (GMs) capable of discerning the underlying…

Networking and Internet Architecture · Computer Science 2024-03-01 Abdulkadir Celik , Ahmed M. Eltawil

Generative Artificial Intelligence (GenAI) is transforming how firms create, process, and apply knowledge, yet little is known about the heterogeneity of its productivity effects across users. We report results from a randomized controlled…

Artificial Intelligence · Computer Science 2026-05-19 Lihi Idan , Bharat Anand

Recent breakthroughs in Generative AI (GenAI) are reshaping educational landscapes, presenting challenges and opportunities. While all contexts present unique challenges, rural schools are historically under-resourced, facing persistent…

Human-Computer Interaction · Computer Science 2026-04-07 Shira Michel , Benjamin Taylor , Sabrina Parra Díaz , Joseph B. Wiggins , Ed Finn , Mahsan Nourani

Recent developments in Generative Artificial Intelligence (GenAI) have created a paradigm shift in multiple areas of society, and the use of these technologies is likely to become a defining feature of education in coming decades. GenAI…

Artificial Intelligence · Computer Science 2024-04-25 Mike Perkins , Leon Furze , Jasper Roe , Jason MacVaugh
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