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This review explores machine unlearning (MUL) in recommendation systems, addressing adaptability, personalization, privacy, and bias challenges. Unlike traditional models, MUL dynamically adjusts system knowledge based on shifts in user…

Information Retrieval · Computer Science 2024-01-23 Bhavika Sachdeva , Harshita Rathee , Sristi , Arun Sharma , Witold Wydmański

Generative models have become adept at producing artifacts such as images, videos, and prose at human-like levels of proficiency. New generative techniques, such as unsupervised neural machine translation (NMT), have recently been applied…

Human-Computer Interaction · Computer Science 2021-04-09 Justin D. Weisz , Michael Muller , Stephanie Houde , John Richards , Steven I. Ross , Fernando Martinez , Mayank Agarwal , Kartik Talamadupula

Undoubtedly, the evolution of Generative AI (GenAI) models has been the highlight of digital transformation in the year 2022. As the different GenAI models like ChatGPT and Google Bard continue to foster their complexity and capability,…

Cryptography and Security · Computer Science 2023-07-04 Maanak Gupta , CharanKumar Akiri , Kshitiz Aryal , Eli Parker , Lopamudra Praharaj

Because of the rapid development and increasing public availability of Generative Artificial Intelligence (GenAI) models and tools, educational institutions and educators must immediately reckon with the impact of students using GenAI.…

As generative AI (GenAI) tools like ChatGPT become more common in higher education, understanding student attitudes is essential for evaluating their educational impact and supporting responsible AI integration. This study introduces a…

Computers and Society · Computer Science 2025-08-05 Xiuxiu Tang , Si Chen , Ying Cheng , Nitesh V Chawla , Ronald Metoyer , G. Alex Ambrose

Explainable machine learning (ML) enables human learning from ML, human appeal of automated model decisions, regulatory compliance, and security audits of ML models. Explainable ML (i.e. explainable artificial intelligence or XAI) has been…

Machine Learning · Statistics 2019-12-03 Patrick Hall , Navdeep Gill , Nicholas Schmidt

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

Interface design can directly influence trustworthiness of a software. Thereby, it affects users' intention to use a tool. Previous research on user trust has not comprehensively addressed user interface design, though. We lack an…

Human-Computer Interaction · Computer Science 2022-03-01 Valentin Zieglmeier , Antonia Maria Lehene

Generative Artificial Intelligence (GenAI) and Large Language Models (LLMs) are marvels of technology; celebrated for their prowess in natural language processing and multimodal content generation, they promise a transformative future. But…

Computers and Society · Computer Science 2024-02-23 Emilio Ferrara

Graphical user interfaces (GUIs) are integral parts of software systems that require interactions from their users. Software testers have paid special attention to GUI testing in the last decade, and have devised techniques that are…

Software Engineering · Computer Science 2017-03-29 Valéria Lelli , Arnaud Blouin , Benoit Baudry

Generative AI (GenAI) has emerged as a transformative technology, demonstrating remarkable capabilities across diverse application domains. However, GenAI faces several major challenges in developing reliable and efficient GenAI-empowered…

Software Engineering · Computer Science 2026-04-23 Frederik Vandeputte

Natural Language Generation tools, such as chatbots that can generate human-like conversational text, are becoming more common both for personal and professional use. However, there are concerns about their trustworthiness and ethical…

Human-Computer Interaction · Computer Science 2023-10-13 Beatriz Cabrero-Daniel , Andrea Sanagustín Cabrero

Context and Motivation: The increasing complexity of modern software systems often challenges users' abilities to interact with them. Taking established quality attributes such as usability and transparency into account can mitigate this…

Software Engineering · Computer Science 2025-06-18 Martin Obaidi , Jakob Droste , Hannah Deters , Marc Herrmann , Jil Klünder , Kurt Schneider

Generative Artificial Intelligence (AI) is revolutionizing educational technology by enabling highly personalized and adaptive learning environments within Intelligent Tutoring Systems (ITS). This report delves into the integration of…

Computation and Language · Computer Science 2024-10-15 Subhankar Maity , Aniket Deroy

Despite the utility that Generative AI (GenAI) tools provide for tasks such as writing code, the use of these tools raises important legal questions and potential risks, particularly those associated with copyright law. As lawmakers and…

Open Source Software (OSS) communities face a wave of uncertainty as Generative AI (GenAI) rapidly transforms how software is created, maintained, and governed. Without clear frameworks, communities risk being overwhelmed by the complexity…

Software Engineering · Computer Science 2026-01-13 Zixuan Feng , Reed Milewicz , Emerson Murphy-Hill , Tyler Menezes , Alexander Serebrenik , Igor Steinmacher , Anita Sarma

Generative AI (GenAI) is rapidly entering computer science education, yet its effects on student learning, skill development, and perceptions remain underexplored. Concerns about overreliance coexist with a gap in research on structured…

Computers and Society · Computer Science 2025-05-02 Ethan Dickey , Andres Bejarano , Rhianna Kuperus , Bárbara Fagundes

Software development of modern, data-driven applications still relies on tools that use interaction paradigms that have remained mostly unchanged for decades. While rich forms of interactions exist as an alternative to textual command…

Human-Computer Interaction · Computer Science 2023-11-10 Thomas Weber , Sven Mayer

The recent surge in the field of generative artificial intelligence (GenAI) has the potential to bring about transformative changes across a range of sectors, including software engineering and education. As GenAI tools, such as OpenAI's…

Databases · Computer Science 2025-01-08 Manuel Merkel , Jens Dörpinghaus

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
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