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Large Language Models (LLMs) show promise as planners for embodied AI, but their stochastic nature lacks formal reasoning, preventing strict safety guarantees for physical deployment. Current approaches often rely on unreliable LLMs for…

Artificial Intelligence · Computer Science 2026-04-30 Feiyu Wu , Xu Zheng , Yue Qu , Zhuocheng Wang , Zicheng Feng , Hui Li

Generative Artificial Intelligence (AI) holds immense potential in medical applications. Numerous studies have explored the efficacy of various generative AI models within healthcare contexts, but there is a lack of a comprehensive and…

Human-Computer Interaction · Computer Science 2023-12-19 Jinghong Chen , Lingxuan Zhu , Weiming Mou , Zaoqu Liu , Quan Cheng , Anqi Lin , Jian Zhang , Peng Luo

The rapid advancement of generative artificial intelligence has enabled the creation of highly realistic fake facial images, posing serious threats to personal privacy and the integrity of online information. Existing deepfake detection…

Computer Vision and Pattern Recognition · Computer Science 2025-12-29 Huanhuan Yuan , Yang Ping , Zhengqin Xu , Junyi Cao , Shuai Jia , Chao Ma

Over the last year, the ascent of Generative AI (GenAI) has raised concerns about its impact on core skill development, such as problem-solving and algorithmic thinking, in Computer Science students. Preliminary anonymous surveys show that…

Computers and Society · Computer Science 2024-09-23 Ethan Dickey , Andres Bejarano , Chirayu Garg

The rapid proliferation of Generative AI necessitates rigorous documentation standards for transparency and governance. However, manual creation of Model and Data Cards is not scalable, while automated approaches lack large-scale,…

Artificial Intelligence · Computer Science 2026-04-28 Haoxuan Zhang , Ruochi Li , Yang Zhang , Zhenni Liang , Junhua Ding , Ting Xiao , Haihua Chen

The integration of generative artificial intelligence (GenAI) tools into education has been a game-changer for teaching and assessment practices, bringing new opportunities, but also novel challenges which need to be dealt with. This paper…

Computers and Society · Computer Science 2024-07-25 Selçuk Kılınç

In recent years, Multi-modal Foundation Models (MFMs) and Embodied Artificial Intelligence (EAI) have been advancing side by side at an unprecedented pace. The integration of the two has garnered significant attention from the AI research…

Artificial Intelligence · Computer Science 2024-10-08 Min Zhang , Xian Fu , Jianye Hao , Peilong Han , Hao Zhang , Lei Shi , Hongyao Tang , Yan Zheng

There are few principles or guidelines to ensure evaluations of generative AI (GenAI) models and systems are effective. To help address this gap, we propose a set of general dimensions that capture critical choices involved in GenAI…

Computers and Society · Computer Science 2024-11-20 P. Alex Dow , Jennifer Wortman Vaughan , Solon Barocas , Chad Atalla , Alexandra Chouldechova , Hanna Wallach

Software testing remains critical for ensuring reliability, yet traditional approaches are slow, costly, and prone to gaps in coverage. This paper presents an AI-driven framework that automates test case generation and validation using…

Software Engineering · Computer Science 2025-08-25 Saba Naqvi , Mohammad Baqar

Generative AI has made remarkable strides to revolutionize fields such as image and video generation. These advancements are driven by innovative algorithms, architecture, and data. However, the rapid proliferation of generative models has…

Artificial Intelligence · Computer Science 2024-11-12 Dongfu Jiang , Max Ku , Tianle Li , Yuansheng Ni , Shizhuo Sun , Rongqi Fan , Wenhu Chen

Finite Element Analysis (FEA) serves as the cornerstone of modern engineering design. However, its workflow is inherently complex and relies heavily on domain expertise. Although recent efforts have integrated Large Language Models (LLMs)…

Artificial Intelligence · Computer Science 2026-05-29 Jiachen Zhang , Junyi Lao , Chenghao Liu , Siyuan Liu , Shixin Wu , Linsen Zhang , Boyu Wang , Songfang Huang

Conventional generative models for materials discovery are predominantly trained and validated using data from Density Functional Theory (DFT) with approximate exchange-correlation functionals. This creates a fundamental bottleneck: these…

Artificial Intelligence · Computer Science 2026-04-30 Mahule Roy

Representation bias is one of the most common types of biases in artificial intelligence (AI) systems, causing AI models to perform poorly on underrepresented data segments. Although AI practitioners use various methods to reduce…

Human-Computer Interaction · Computer Science 2025-02-28 Aditya Bhattacharya , Simone Stumpf , Robin De Croon , Katrien Verbert

The integration of generative artificial intelligence (GenAI) into 6G networks promises substantial performance gains while simultaneously exposing novel security vulnerabilities rooted in multimodal data processing and autonomous…

Cryptography and Security · Computer Science 2025-11-20 Bui Duc Son , Trinh Van Chien , Dong In Kim

Generative artificial intelligence (GenAI) is transforming education, redefining the role of trainers and coaches in learning environments. In our study, we explore how AI integrates into the design process of learning materials, assessing…

Computers and Society · Computer Science 2026-03-31 Alexander Komar , Marc-André Heidelmann , Kristina Schaaff

Generative AI (GenAI) tools are increasingly being adopted in software development as productivity aids, since there is evidence that GenAI tools can improve individual aspects of productivity. However, productivity is multidimensional;…

Software Engineering · Computer Science 2026-04-07 Sadia Afroz , Zixuan Feng , Tyler Menezes , Katie Kimura , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma

Purpose: The introduction of artificial intelligence / machine learning (AI/ML) products to the regulated fields of pharmaceutical research and development (R&D) and drug manufacture, and medical devices (MD) and in-vitro diagnostics (IVD),…

Computers and Society · Computer Science 2023-06-21 David Higgins , Christian Johner

Traditional map-making relies heavily on Geographic Information Systems (GIS), requiring domain expertise and being time-consuming, especially for repetitive tasks. Recent advances in generative AI (GenAI), particularly image diffusion…

Computer Vision and Pattern Recognition · Computer Science 2025-11-17 Claudio Affolter , Sidi Wu , Yizi Chen , Lorenz Hurni

Neural network verification tools currently support only a narrow class of specifications, typically expressed as low-level constraints over raw inputs and outputs. This limitation significantly hinders their adoption and practical…

Machine Learning · Computer Science 2026-03-04 Yizhak Y. Elboher , Reuven Peleg , Zhouxing Shi , Guy Katz , Jan Křetínský

Enterprise AI Assistants are increasingly deployed in domains where accuracy is paramount, making each erroneous output a potentially significant incident. This paper presents a comprehensive framework for monitoring, benchmarking, and…

Artificial Intelligence · Computer Science 2025-04-22 Akash V. Maharaj , David Arbour , Daniel Lee , Uttaran Bhattacharya , Anup Rao , Austin Zane , Avi Feller , Kun Qian , Yunyao Li