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Generative AI (GenAI) systems are inherently non-deterministic, producing varied outputs even for identical inputs. While this variability is central to their appeal, it challenges established HCI evaluation practices that typically assume…

Human-Computer Interaction · Computer Science 2026-01-30 Hyerim Park , Khanh Huynh , Malin Eiband , Jeremy Dillmann , Sven Mayer , Michael Sedlmair

Generative Artificial Intelligence (GenAI) applies models and algorithms such as Large Language Model (LLM) and Foundation Model (FM) to generate new data. GenAI, as a promising approach, enables advanced capabilities in various…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-25 Mozhgan Navardi , Romina Aalishah , Yuzhe Fu , Yueqian Lin , Hai Li , Yiran Chen , Tinoosh Mohsenin

As a specific category of artificial intelligence (AI), generative artificial intelligence (GenAI) generates new content that resembles what is created by humans. The rapid development of GenAI systems has created a huge amount of new data…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-11 Yun-Cheng Wang , Jintang Xue , Chengwei Wei , C. -C. Jay Kuo

The widespread adoption of Large Language Models (LLMs) has raised significant privacy concerns regarding the exposure of personally identifiable information (PII) in user prompts. To address this challenge, we propose a query-unrelated PII…

Cryptography and Security · Computer Science 2026-02-18 Hao Shen , Zhouhong Gu , Haokai Hong , Weili Han

Federated learning has become a significant approach for training machine learning models using decentralized data without necessitating the sharing of this data. Recently, the incorporation of generative artificial intelligence (AI)…

Generative Adversarial Networks (GAN) have promoted a variety of applications in computer vision, natural language processing, etc. due to its generative model's compelling ability to generate realistic examples plausibly drawn from an…

Machine Learning · Computer Science 2021-06-08 Zhipeng Cai , Zuobin Xiong , Honghui Xu , Peng Wang , Wei Li , Yi Pan

This paper presents a user study (N=22) where participants used an interface combining Web Search and a Generative AI-Chat feature to solve health-related information tasks. We study how people behaved with the interface, why they behaved…

Human-Computer Interaction · Computer Science 2025-04-08 Kerstin Mayerhofer , Rob Capra , David Elsweiler

This research explores the quickly changing field of generative artificial intelligence (GAI) chatbots in higher education, an industry that is undergoing major technological changes. AI chatbots, such as ChatGPT, HuggingChat, and Google…

Computers and Society · Computer Science 2024-05-14 Joshua Ebere Chukwuere

This paper investigates the impacts of the rapidly evolving landscape of generative Artificial Intelligence (AI) development. Emphasis is given to how organizations grapple with a critical imperative: reevaluating their policies regarding…

Computers and Society · Computer Science 2025-01-22 Lakshika Vaishnav , Sakshi Singh , Kimberly A. Cornell

The advent of Generative Artificial Intelligence (GenAI) models, including GitHub Copilot, OpenAI GPT, and Stable Diffusion, has revolutionized content creation, enabling non-professionals to produce high-quality content across various…

Computer Vision and Pattern Recognition · Computer Science 2024-05-08 Uri Hacohen , Adi Haviv , Shahar Sarfaty , Bruria Friedman , Niva Elkin-Koren , Roi Livni , Amit H Bermano

Context: Software engineering (SE) researchers increasingly study Generative AI (GenAI) while also incorporating it into their own research practices. Despite rapid adoption, there is limited empirical evidence on how GenAI is used in SE…

This paper examines the impact of Generative Artificial Intelligence (GenAI) tools like ChatGPT on the creation and consumption of terminological definitions. From the terminologist's point of view, the strategic use of GenAI tools can…

Computation and Language · Computer Science 2024-07-01 Antonio San Martín

Generative AI (GenAI) has rapidly entered education, yet its user experience is often explained through adoption-oriented constructs such as usefulness, ease of use, and engagement. We argue that these constructs are no longer sufficient…

Computers and Society · Computer Science 2026-03-26 Xiaoming Zhai

Preserving the utility of published datasets while simultaneously providing provable privacy guarantees is a well-known challenge. On the one hand, context-free privacy solutions, such as differential privacy, provide strong privacy…

Machine Learning · Computer Science 2018-02-14 Chong Huang , Peter Kairouz , Xiao Chen , Lalitha Sankar , Ram Rajagopal

Following the recent release of AI assistants, such as OpenAI's ChatGPT and GitHub Copilot, the software industry quickly utilized these tools for software development tasks, e.g., generating code or consulting AI for advice. While recent…

Generative artificial intelligence (AI) is poised to reshape the way individuals communicate and interact. While this form of AI has the potential to efficiently make numerous human decisions, there is limited understanding of how…

General Economics · Economics 2024-01-24 Fabian Dvorak , Regina Stumpf , Sebastian Fehrler , Urs Fischbacher

Generative AI technologies are gaining unprecedented popularity, causing a mix of excitement and apprehension through their remarkable capabilities. In this paper, we study the challenges associated with deploying synthetic data, a subfield…

Machine Learning · Computer Science 2023-07-11 Lauren Arthur , Jason Costello , Jonathan Hardy , Will O'Brien , James Rea , Gareth Rees , Georgi Ganev

With the release of ChatGPT in 2022, generative AI has significantly lowered the cost of polishing and rewriting text. Due to its widespread usage, conference organizers instated specific requirements researchers need to adhere to when…

Cryptography and Security · Computer Science 2026-04-13 Daan Vansteenhuyse

The deployment of generative AI (GenAI) models raises significant fairness concerns, addressed in this paper through novel characterization and enforcement techniques specific to GenAI. Unlike standard AI performing specific tasks, GenAI's…

Machine Learning · Computer Science 2025-08-12 Chih-Hong Cheng , Changshun Wu , Xingyu Zhao , Saddek Bensalem , Harald Ruess

Privacy concerns and fears of unauthorized access in smart home devices often stem from misunderstandings about how data is collected, used, and protected. This study explores how AI-powered tools can offer innovative privacy protections…

Human-Computer Interaction · Computer Science 2025-09-18 Wael Albayaydh , Ivan Flechais , Rui Zhao , Jood Albayaydh