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While there is significant interest in using generative AI tools as general-purpose models for specific ML applications, discriminative models are much more widely deployed currently. One of the key shortcomings of these discriminative AI…

Artificial Intelligence · Computer Science 2023-12-13 Son The Nguyen , Theja Tulabandhula , Mary Beth Watson-Manheim

Generative AI is changing the way in which humans seek to find answers to questions in different fields including on the gig economy and labour markets, but there is limited information available about closely ChatGPT simulated output…

Computers and Society · Computer Science 2024-02-06 Thomas Lancaster

Generative Artificial Intelligence (GAI) has rapidly emerged as a transformative force in aquaculture, enabling intelligent synthesis of multimodal data, including text, images, audio, and simulation outputs for smarter, more adaptive…

Robotics · Computer Science 2025-07-17 Waseem Akram , Muhayy Ud Din , Lyes Saad Soud , Irfan Hussain

Generative Artificial Intelligence (AI) is a cutting-edge technology capable of producing text, images, and various media content leveraging generative models and user prompts. Between 2022 and 2023, generative AI surged in popularity with…

Artificial Intelligence · Computer Science 2023-10-27 Nouar AlDahoul , Joseph Hong , Matteo Varvello , Yasir Zaki

Recently, the visual generation ability by GPT-4o(mni) has been unlocked by OpenAI. It demonstrates a very remarkable generation capability with excellent multimodal condition understanding and varied task instructions. In this paper, we…

Computer Vision and Pattern Recognition · Computer Science 2025-05-12 Pu Cao , Feng Zhou , Junyi Ji , Qingye Kong , Zhixiang Lv , Mingjian Zhang , Xuekun Zhao , Siqi Wu , Yinghui Lin , Qing Song , Lu Yang

Generative Pre-trained Transformer (GPT) models have exhibited exciting progress in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the literature on the trustworthiness of GPT models remains…

GAIL is a recent successful imitation learning architecture that exploits the adversarial training procedure introduced in GANs. Albeit successful at generating behaviours similar to those demonstrated to the agent, GAIL suffers from a high…

Machine Learning · Computer Science 2019-03-11 Lionel Blondé , Alexandros Kalousis

The rapid evolution of artificial intelligence (AI), especially in the domain of Large Language Models (LLMs) and generative AI, has opened new avenues for application across various fields, yet its role in business education remains…

Computation and Language · Computer Science 2024-01-09 Vahid Ashrafimoghari , Necdet Gürkan , Jordan W. Suchow

In the ever-evolving landscape of software engineering, the emergence of large language models (LLMs) and conversational interfaces, exemplified by ChatGPT, is nothing short of revolutionary. While their potential is undeniable across…

Software Engineering · Computer Science 2023-12-12 Mithila Sivakumar , Alvine Boaye Belle , Jinjun Shan , Kimya Khakzad Shahandashti

Generative adversarial networks (GAN) are a powerful subclass of generative models. Despite a very rich research activity leading to numerous interesting GAN algorithms, it is still very hard to assess which algorithm(s) perform better than…

Machine Learning · Statistics 2018-10-30 Mario Lucic , Karol Kurach , Marcin Michalski , Sylvain Gelly , Olivier Bousquet

Today's leading AI models engage in sophisticated behaviour when placed in strategic competition. They spontaneously attempt deception, signaling intentions they do not intend to follow; they demonstrate rich theory of mind, reasoning about…

Artificial Intelligence · Computer Science 2026-02-17 Kenneth Payne

AI for Social Impact (AI4SI) has achieved compelling results in public health, conservation, and security, yet scaling these successes remains difficult due to a persistent deployment bottleneck. We characterize this bottleneck through…

Computers and Society · Computer Science 2026-01-09 Lingkai Kong , Cheol Woo Kim , Davin Choo , Milind Tambe

Generative Artificial Intelligence (AI) has enabled the development of sophisticated models that are capable of producing high-caliber text, images, and other outputs through the utilization of large pre-trained models. Nevertheless,…

Computation and Language · Computer Science 2023-02-14 Jinlan Fu , See-Kiong Ng , Zhengbao Jiang , Pengfei Liu

The main goal of this project is to create a new software artefact: a custom Generative Pre-trained Transformer (GPT) for developers to discuss and solve ethical issues through AI engineering. This conversational agent will provide…

Software Engineering · Computer Science 2024-01-23 Lauren Olson

Social deduction games such as Mafia present a unique AI challenge: players must reason under uncertainty, interpret incomplete and intentionally misleading information, evaluate human-like communication, and make strategic elimination…

Artificial Intelligence · Computer Science 2026-04-22 Mihir Shriniwas Arya , Avinash Anish , Aditya Ranjan

Generative artificial intelligence (Generative AI) is transforming healthcare. With this evolution comes optimism regarding the impact it will have on mental health, as well as concern regarding the risks that come with generative AI…

Artificial Intelligence · Computer Science 2025-10-10 Hannah R. Lawrence , Shannon Wiltsey Stirman , Samuel Dorison , Taedong Yun , Megan Jones Bell

Real-time flood forecasting is vital for effective emergency responses, but bridging the gap between complex numerical models and practical decision-making remains challenging. Decision-makers often rely on experts, while the public…

Artificial Intelligence · Computer Science 2024-12-24 Rafaela Martelo , Kimia Ahmadiyehyazdi , Ruo-Qian Wang

Generative AI (GenAI) systems offer unprecedented opportunities for transforming professional and personal work, yet present challenges around prompting, evaluating and relying on outputs, and optimizing workflows. We argue that…

Human-Computer Interaction · Computer Science 2024-07-08 Lev Tankelevitch , Viktor Kewenig , Auste Simkute , Ava Elizabeth Scott , Advait Sarkar , Abigail Sellen , Sean Rintel

Generative adversarial imitation learning (GAIL) has shown promising results by taking advantage of generative adversarial nets, especially in the field of robot learning. However, the requirement of isolated single modal demonstrations…

Machine Learning · Computer Science 2020-05-25 Cong Fei , Bin Wang , Yuzheng Zhuang , Zongzhang Zhang , Jianye Hao , Hongbo Zhang , Xuewu Ji , Wulong Liu

Recent advancements in generative artificial intelligence (generative AI) technologies have transformed the computer science discipline of natural language processing. However, generative AI retains the anthropomorphic model of simulating…

Computers and Society · Computer Science 2026-03-03 Dejan Grba , Vladimir Todorović