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The increased capabilities of generative AI have dramatically expanded its possible use cases in medicine. We provide a comprehensive overview of generative AI use cases for clinicians, patients, clinical trial organizers, researchers, and…

Machine Learning · Computer Science 2024-12-18 Divya Shanmugam , Monica Agrawal , Rajiv Movva , Irene Y. Chen , Marzyeh Ghassemi , Maia Jacobs , Emma Pierson

In the ever-evolving landscape of Artificial Intelligence (AI), the synergy between generative AI and Software Engineering emerges as a transformative frontier. This whitepaper delves into the unexplored realm, elucidating how generative AI…

OpenAI's multimodal GPT-4o has demonstrated remarkable capabilities in image generation and editing, yet its ability to achieve world knowledge-informed semantic synthesis--seamlessly integrating domain knowledge, contextual reasoning, and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Ning Li , Jingran Zhang , Justin Cui

Generative AI (GAI) reveals an irreducible human core at the center of data science: advances in GAI should sharpen, rather than diminish, the focus on human reasoning in data science education. GAI can now execute many routine data science…

Computers and Society · Computer Science 2026-04-03 Nathan Taback

The use of generative artificial intelligence (GenAI) in academia is a subjective and hotly debated topic. Currently, there are no agreed guidelines towards the usage of GenAI systems in higher education (HE) and, thus, it is still unclear…

Information Retrieval · Computer Science 2024-06-17 Bayode Ogunleye , Kudirat Ibilola Zakariyyah , Oluwaseun Ajao , Olakunle Olayinka , Hemlata Sharma

Generative artificial intelligence (GenAI), exemplified by ChatGPT, Midjourney, and other state-of-the-art large language models and diffusion models, holds significant potential for transforming education and enhancing human productivity.…

Computers and Society · Computer Science 2023-12-25 Lixiang Yan , Roberto Martinez-Maldonado , Dragan Gašević

Generative AI (genAI) tools promise productivity gains, yet miscalibrated trust and usage friction still hinder adoption. Moreover, genAI can be exclusionary, failing to adequately support diverse users. One such aspect of diversity is…

With the advancement of neural generative capabilities, the art community has increasingly embraced GenAI (Generative Artificial Intelligence), particularly large text-to-image models, for producing aesthetically compelling results.…

Human-Computer Interaction · Computer Science 2025-08-26 Aven-Le Zhou , Wei Wu , Yu-Ao Wang , Kang Zhang

Large language models are increasingly capable of generating fluent-appearing text with relatively little task-specific supervision. But can these models accurately explain classification decisions? We consider the task of generating…

Computation and Language · Computer Science 2022-05-06 Sarah Wiegreffe , Jack Hessel , Swabha Swayamdipta , Mark Riedl , Yejin Choi

Generative AI (GenAI) has fundamentally changed how knowledge workers, such as software developers, solve tasks and collaborate to build software products. Introducing innovative tools like ChatGPT and Copilot has created new opportunities…

Software Engineering · Computer Science 2024-05-06 Rasmus Ulfsnes , Nils Brede Moe , Viktoria Stray , Marianne Skarpen

While artificial intelligence (AI) has become widespread, many commercial AI systems are not yet accessible to individual researchers nor the general public due to the deep knowledge of the systems required to use them. We believe that AI…

Explainable artificial intelligence (XAI) aims to make machine learning models more transparent. While many approaches focus on generating explanations post-hoc, interpretable approaches, which generate the explanations intrinsically…

Computation and Language · Computer Science 2024-12-12 Pascal Tilli , Ngoc Thang Vu

Explainable Artificial Intelligence (XAI) poses a significant challenge in providing transparent and understandable insights into complex AI models. Traditional post-hoc algorithms, while useful, often struggle to deliver interpretable…

Artificial Intelligence · Computer Science 2024-09-24 Adrita Barua , Cara Widmer , Pascal Hitzler

We performed a billion locality sensitive hash comparisons between artificially generated data samples to answer the critical question - can we reproduce the results of generative AI models? Reproducibility is one of the pillars of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-07 Edward Kim , Isamu Isozaki , Naomi Sirkin , Michael Robson

As artificial intelligence systems increasingly inform high-stakes decisions across sectors, transparency has become foundational to responsible and trustworthy AI implementation. Leveraging our role as a leading institute in advancing AI…

Machine Learning · Computer Science 2025-08-01 Dhanesh Ramachandram , Himanshu Joshi , Judy Zhu , Dhari Gandhi , Lucas Hartman , Ananya Raval

Generative artificial intelligence (AI) is versatile for various applications, but security and privacy concerns with third-party AI vendors hinder its broader adoption in sensitive scenarios. Hence, it is essential for users to validate…

Cryptography and Security · Computer Science 2024-06-21 Shu Wang , Kun Sun , Yan Zhai

Traditional ethical hacking relies on skilled professionals and time-intensive command management, which limits its scalability and efficiency. To address these challenges, we introduce PenTest++, an AI-augmented system that integrates…

Cryptography and Security · Computer Science 2025-02-14 Haitham S. Al-Sinani , Chris J. Mitchell

Generative artificial intelligence (GenAI), including large language models, diffusion-based image generation models, and GenAI agents, has provided new opportunities for advancements in mapping and cartography. Due to their characteristics…

Human-Computer Interaction · Computer Science 2025-08-13 Yuhao Kang , Chenglong Wang

The use of Generative AI (GenAI) tools in software development has raised questions about their impact on productivity, code quality, and developer practices. Prior research presents mixed findings, with objective analyses identifying…

Software Engineering · Computer Science 2026-05-12 Mark Looi

The accelerated evolution of large language models has raised questions about their comparative performance across domains of practical importance. GPT-4 by OpenAI introduced advances in reasoning, multimodality, and task generalization,…

Human-Computer Interaction · Computer Science 2025-08-28 Georgios P. Georgiou