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As generative AI (GenAI) agents become more common in enterprise settings, they introduce security challenges that differ significantly from those posed by traditional systems. These agents are not just LLMs; they reason, remember, and act,…

Cryptography and Security · Computer Science 2025-05-06 Vineeth Sai Narajala , Om Narayan

This article deals with the IT security of connectionist artificial intelligence (AI) applications, focusing on threats to integrity, one of the three IT security goals. Such threats are for instance most relevant in prominent AI computer…

Cryptography and Security · Computer Science 2020-07-30 Christian Berghoff , Matthias Neu , Arndt von Twickel

The increasing use of AI technologies has led to increasing AI incidents, posing risks and causing harm to individuals, organizations, and society. This study recognizes and addresses the lack of standardized protocols for reliably and…

Computers and Society · Computer Science 2025-01-28 Avinash Agarwal , Manisha J Nene

Dynamic decision-making in rapidly evolving research domains, including marketing, finance, and pharmaceutical development, presents a significant challenge. Researchers frequently confront the need for real-time action within a doubly…

Methodology · Statistics 2025-12-16 Zeyu Yao , Bowen Gang , Wenguang Sun

The deployment of autonomous AI agents in sensitive domains, such as healthcare, introduces critical risks to safety, security, and privacy. These agents may deviate from user objectives, violate data handling policies, or be compromised by…

Software Engineering · Computer Science 2025-10-08 Lesly Miculicich , Mihir Parmar , Hamid Palangi , Krishnamurthy Dj Dvijotham , Mirko Montanari , Tomas Pfister , Long T. Le

The modern enterprise is facing an unprecedented surge in digital identities, with machine identities now significantly outnumbering human identities. This paper examines the cybersecurity risks emerging from what we define as the…

Cryptography and Security · Computer Science 2025-03-25 Kush Janani

With the advent of the digital era, every day-to-day task is automated due to technological advances. However, technology has yet to provide people with enough tools and safeguards. As the internet connects more-and-more devices around the…

Cryptography and Security · Computer Science 2022-09-28 Abhilash Chakraborty , Anupam Biswas , Ajoy Kumar Khan

As artificial intelligence (AI) becomes deeply embedded in critical services and everyday products, it is increasingly exposed to security threats which traditional cyber defenses were not designed to handle. In this paper, we investigate…

Cryptography and Security · Computer Science 2026-03-06 Natalia Krawczyk , Mateusz Szczepkowski , Adrian Brodzik , Krzysztof Bocianiak

Artificial intelligence (AI) promises immense benefits across sectors, yet also poses risks from dual-use potentials, biases, and unintended behaviors. This paper reviews emerging issues with opaque and uncontrollable AI systems and…

Artificial Intelligence · Computer Science 2023-08-29 Alexander J. Titus , Adam H. Russell

Artificial Intelligence is rapidly embedding itself within militaries, economies, and societies, reshaping their very foundations. Given the depth and breadth of its consequences, it has never been more pressing to understand how to ensure…

Machine Learning · Computer Science 2024-11-19 Dan Hendrycks

This paper presents a conceptual and operational framework for developing and operating safe and trustworthy AI agents based on a Three-Pillar Model grounded in transparency, accountability, and trustworthiness. Building on prior work in…

Computers and Society · Computer Science 2026-01-13 Edward C. Cheng , Jeshua Cheng , Alice Siu

Large language models (LLMs) have evolved from simple chatbots into autonomous agents capable of performing complex tasks such as editing production code, orchestrating workflows, and taking higher-stakes actions based on untrusted inputs…

Powerful new frontier AI technologies are bringing many benefits to society but at the same time bring new risks. AI developers and regulators are therefore seeking ways to assure the safety of such systems, and one promising method under…

Computers and Society · Computer Science 2025-02-11 Stephen Barrett , Philip Fox , Joshua Krook , Tuneer Mondal , Simon Mylius , Alejandro Tlaie

Foreign information operations on social media platforms pose significant risks to democratic societies. With the rise of Artificial Intelligence (AI), this threat is likely to intensify, potentially overwhelming human defenders. To achieve…

Computers and Society · Computer Science 2025-04-17 Jurriaan van Diggelen , Eugene Aidman , Jazz Rowa , Julian Vince

We evaluate artificial intelligence (AI) systems without ground truth by exploiting a link between strategic gaming and information loss. Building on established information theory, we analyze which mechanisms resist adversarial…

Machine Learning · Computer Science 2026-05-01 Zachary Robertson , Sanmi Koyejo

We outline the principles of classical assurance for computer-based systems that pose significant risks. We then consider application of these principles to systems that employ Artificial Intelligence (AI) and Machine Learning (ML). A key…

Artificial Intelligence · Computer Science 2025-06-04 Robin Bloomfield , John Rushby

The (generative) artificial intelligence (AI) era has profoundly reshaped the meaning and value of data. No longer confined to static content, data now permeates every stage of the AI lifecycle from the training samples that shape model…

Machine Learning · Computer Science 2025-09-04 Yiming Li , Shuo Shao , Yu He , Junfeng Guo , Tianwei Zhang , Zhan Qin , Pin-Yu Chen , Michael Backes , Philip Torr , Dacheng Tao , Kui Ren

Deepfakes are computationally-created entities that falsely represent reality. They can take image, video, and audio modalities, and pose a threat to many areas of systems and societies, comprising a topic of interest to various aspects of…

Human-Computer Interaction · Computer Science 2023-05-26 Sergi D. Bray , Shane D. Johnson , Bennett Kleinberg

It is widely known that state-of-the-art machine learning models, including vision and language models, can be seriously compromised by adversarial perturbations. It is therefore increasingly relevant to develop capabilities to certify…

Machine Learning · Computer Science 2024-12-18 Chen Feng , Ziquan Liu , Zhuo Zhi , Ilija Bogunovic , Carsten Gerner-Beuerle , Miguel Rodrigues

While artificial intelligence (AI) is advancing rapidly and mastering increasingly complex problems with astonishing performance, the safety assurance of such systems is a major concern. Particularly in the context of safety-critical,…

Artificial Intelligence · Computer Science 2025-07-01 Lars Ullrich , Walter Zimmer , Ross Greer , Knut Graichen , Alois C. Knoll , Mohan Trivedi