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Generative Artificial Intelligence (GenAI) is rapidly reshaping the global financial landscape, offering unprecedented opportunities to enhance customer engagement, automate complex workflows, and extract actionable insights from vast…

Cryptography and Security · Computer Science 2025-05-01 Bikash Saha , Nanda Rani , Sandeep Kumar Shukla

The rapid integration of Multimodal Large Language Models (MLLMs) into critical applications is increasingly hindered by persistent safety vulnerabilities. However, existing red-teaming benchmarks are often fragmented, limited to…

Cryptography and Security · Computer Science 2026-01-13 Xin Wang , Yunhao Chen , Juncheng Li , Yixu Wang , Yang Yao , Tianle Gu , Jie Li , Yan Teng , Yingchun Wang , Xia Hu

In today's era, where large language models (LLMs) are integrated into numerous real-world applications, ensuring their safety and robustness is crucial for responsible AI usage. Automated red-teaming methods play a key role in this process…

Computation and Language · Computer Science 2024-08-21 Tej Deep Pala , Vernon Y. H. Toh , Rishabh Bhardwaj , Soujanya Poria

As our cities and communities become smarter, the systems that keep us safe, such as traffic control centers, emergency response networks, and public transportation, also become more complex. With this complexity comes a greater risk of…

Cryptography and Security · Computer Science 2026-03-16 Sharif Noor Zisad , Ragib Hasan

Cybersecurity threats are becoming increasingly sophisticated, making traditional defense mechanisms and manual red teaming approaches insufficient for modern organizations. While red teaming has long been recognized as an effective method…

Cryptography and Security · Computer Science 2026-02-26 Shruti Srivastava , Kiranmayee Janardhan , Shaurya Jauhari

The success of OpenAI's ChatGPT in 2023 has spurred financial enterprises into exploring Generative AI applications to reduce costs or drive revenue within different lines of businesses in the Financial Industry. While these applications…

Risk Management · Quantitative Finance 2025-03-21 Anwesha Bhattacharyya , Ye Yu , Hanyu Yang , Rahul Singh , Tarun Joshi , Jie Chen , Kiran Yalavarthy

Red teaming is a common strategy for identifying weaknesses in generative language models (LMs), where adversarial prompts are produced that trigger an LM to generate unsafe responses. Red teaming is instrumental for both model alignment…

Computation and Language · Computer Science 2024-01-31 Nevan Wichers , Carson Denison , Ahmad Beirami

As AI systems are becoming more and more popular and used in various critical domains (health, transport, energy, ...), the need to provide guarantees and trust of their safety is undeniable. To this end, we present PyRAT, a tool based on…

Artificial Intelligence · Computer Science 2025-09-08 Augustin Lemesle , Julien Lehmann , Tristan Le Gall

In recent years, AI red teaming has emerged as a practice for probing the safety and security of generative AI systems. Due to the nascency of the field, there are many open questions about how red teaming operations should be conducted.…

Generative artificial intelligence (Gen AI) systems represent a critical technology with far-reaching implications across multiple domains of society. However, their deployment entails a range of risks and challenges that require careful…

Computers and Society · Computer Science 2025-10-31 Jorge Machado

Red teaming assesses how large language models (LLMs) can produce content that violates norms, policies, and rules set during their safety training. However, most existing automated methods in the literature are not representative of the…

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…

Industry 4.0 is growing quickly, which has changed smart production by encouraging the use of real-time tracking, machine learning, and AI-driven systems to make operations run more smoothly. The main focus of this dissertation is on…

Machine Learning · Computer Science 2025-12-22 Varshini Krishnamurthy

This whitepaper highlights the dual importance of securing generative AI (genAI) platforms and leveraging genAI for cybersecurity. As genAI technologies proliferate, their misuse poses significant risks, including data breaches, model…

Cryptography and Security · Computer Science 2024-10-21 Hari Hayagreevan , Souvik Khamaru

Warning: this paper contains content that may be inappropriate or offensive. As generative models become available for public use in various applications, testing and analyzing vulnerabilities of these models has become a priority. In this…

Artificial Intelligence · Computer Science 2024-11-11 Ninareh Mehrabi , Palash Goyal , Christophe Dupuy , Qian Hu , Shalini Ghosh , Richard Zemel , Kai-Wei Chang , Aram Galstyan , Rahul Gupta

The rapid adoption of generative artificial intelligence (GenAI) in research presents both opportunities and ethical challenges that should be carefully navigated. Although GenAI tools can enhance research efficiency through automation of…

Sensemaking in collaborative work and learning is increasingly supported by GenAI systems, however, emerging evidence suggests that poorly designed GenAI systems tend to provide explicit instruction that groups passively follow, fostering…

Human-Computer Interaction · Computer Science 2026-03-12 Yihang Zhao , Wenxin Zhang , Amy Rechkemmer , Albert Meroño Peñuela , Elena Simperl

Cybersecurity organizations are adapting to GenAI integration through modified frameworks and hybrid operational processes, with success influenced by existing security maturity, regulatory requirements, and investments in human capital and…

Cryptography and Security · Computer Science 2025-06-17 Christopher Nott

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

Risk reporting is essential for documenting AI models, yet only 14% of model cards mention risks, out of which 96% copying content from a small set of cards, leading to a lack of actionable insights. Existing proposals for improving model…

Software Engineering · Computer Science 2025-04-15 Pooja S. B. Rao , Sanja Šćepanović , Ke Zhou , Edyta Paulina Bogucka , Daniele Quercia