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Machine learning systems are often deployed for making critical decisions like credit lending, hiring, etc. While making decisions, such systems often encode the user's demographic information (like gender, age) in their intermediate…

机器学习 · 计算机科学 2023-01-24 Somnath Basu Roy Chowdhury , Snigdha Chaturvedi

Machine learning (ML) algorithms are increasingly deployed to make critical decisions in socioeconomic applications such as finance, criminal justice, and autonomous driving. However, due to their data-driven and pattern-seeking nature, ML…

软件工程 · 计算机科学 2026-01-08 Verya Monjezi , Ashish Kumar , Ashutosh Trivedi , Gang Tan , Saeid Tizpaz-Niari

Generative AI (GenAI), which aims to synthesize realistic and diverse data samples from latent variables or other data modalities, has achieved remarkable results in various domains, such as natural language, images, audio, and graphs.…

机器学习 · 计算机科学 2024-08-02 Shiji Zhou , Lianzhe Wang , Jiangnan Ye , Yongliang Wu , Heng Chang

Artificial intelligence (AI) is increasingly reshaping lifelong learning by introducing new possibilities for personalized, flexible, and data-informed educational practices. In the field of adult education, AI has gained particular…

计算机与社会 · 计算机科学 2026-05-19 Andresa Theodora , Nikolaos Tselios

Software engineering (SE) faces significant diversity challenges in both academia and industry, with underrepresented students encountering hostile environments, limited representation, and systemic biases that hinder their academic and…

软件工程 · 计算机科学 2024-12-18 Ronnie de Souza Santos , Italo Santos , Robson Santos , Cleyton Magalhaes

The effective integration of generative artificial intelligence in education is a fundamental aspect to prepare future generations. The objective of this study is to analyze from a quantitative and qualitative point of view the perception…

计算机与社会 · 计算机科学 2024-09-04 Sergio Altares-López , José M. Bengochea-Guevara , Carlos Ranz , Héctor Montes , Angela Ribeiro

The advent of Large Language Models (LLMs) started a serious discussion among educators on how LLMs would affect, e.g., curricula, assessments, and students' competencies. Generative AI and LLMs also raised ethical questions and concerns…

计算机与社会 · 计算机科学 2024-06-19 Virginia Grande , Natalie Kiesler , Maria Andreina Francisco R

It is of critical importance to analyse the factors influencing college students' intention to use generative artificial intelligence (GenAI) to understand and predict learners' learning behaviours and academic outcomes. Nevertheless, a…

计算机与社会 · 计算机科学 2024-09-12 Yifei Diao , Ziyi Li , Jiateng Zhou , Wei Gao , Xin Gong

Machine learning (ML) techniques are increasingly prevalent in education, from their use in predicting student dropout, to assisting in university admissions, and facilitating the rise of MOOCs. Given the rapid growth of these novel uses,…

人工智能 · 计算机科学 2022-09-09 Lydia T. Liu , Serena Wang , Tolani Britton , Rediet Abebe

Privacy and fairness are two crucial pillars of responsible Artificial Intelligence (AI) and trustworthy Machine Learning (ML). Each objective has been independently studied in the literature with the aim of reducing utility loss in…

Humans are talented with the ability to perform diverse interactions in the teaching process. However, when humans want to teach AI, existing interactive systems only allow humans to perform repetitive labeling, causing an unsatisfactory…

人机交互 · 计算机科学 2022-09-07 Zhongyi Zhou

While Machine Learning (ML) technologies are widely adopted in many mission critical fields to support intelligent decision-making, concerns remain about system resilience against ML-specific security attacks and privacy breaches as well as…

机器学习 · 计算机科学 2022-02-15 Pulei Xiong , Scott Buffett , Shahrear Iqbal , Philippe Lamontagne , Mohammad Mamun , Heather Molyneaux

Many research fields are currently reckoning with issues of poor levels of reproducibility. Some label it a "crisis", and research employing or building Machine Learning (ML) models is no exception. Issues including lack of transparency,…

AI-supported tools can help learners overcome challenges in programming education by providing adaptive assistance. However, existing research often focuses on individual tools rather than deriving broader design recommendations. A key…

人机交互 · 计算机科学 2025-03-04 Zihan Wu , Yicheng Tang , Barbara Ericson

Rapid innovations in AI and large language models (LLMs) have accelerated the adoption of digital learning, particularly beyond formal education. What began as an emergency response during COVID-19 has shifted from a supplementary resource…

计算机与社会 · 计算机科学 2026-02-04 Geeta Puri , Nachamma Socklingam , Dorien Herremans

The influence of machine learning (ML) is quickly spreading, and a number of recent technological innovations have applied ML as a central technology. However, ML development still requires a substantial amount of human expertise to be…

机器学习 · 计算机科学 2021-05-04 Simon Enni , Ira Assent

Increasing student retention and persistence -- in particular classes or in their major area of study -- is a challenge for universities. Students' academic and social integration into an institution seems to be vital for student retention,…

物理教育 · 物理学 2021-03-11 Justyna P. Zwolak , Eric Brewe

Sustainability and efficiency have become essential considerations in the development and deployment of Artificial Intelligence systems, but existing regulatory practices for Green AI still lack standardized, model-agnostic evaluation…

机器学习 · 计算机科学 2026-03-19 Jorge Paz-Ruza , João Gama , Amparo Alonso-Betanzos , Bertha Guijarro-Berdiñas

Machine learning has proved useful in many software disciplines, including computer vision, speech and audio processing, natural language processing, robotics and some other fields. However, its applicability has been significantly hampered…

机器学习 · 计算机科学 2022-07-14 Natnael A. Wondimu , Cédric Buche , Ubbo Visser

In response to the increasing mental health challenges faced by college students, we sought to understand their perspectives on how AI applications, particularly Large Language Models (LLMs), can be leveraged to enhance their mental…

人机交互 · 计算机科学 2024-09-27 Owen Xingjian Zhang , Shuyao Zhou , Jiayi Geng , Yuhan Liu , Sunny Xun Liu