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As Artificial Intelligence (AI) systems increasingly underpin critical applications, from autonomous vehicles to biometric authentication, their vulnerability to transferable attacks presents a growing concern. These attacks, designed to…

Cryptography and Security · Computer Science 2025-05-13 Guangjing Wang , Ce Zhou , Yuanda Wang , Bocheng Chen , Hanqing Guo , Qiben Yan

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

Artificial Intelligence (AI) is widely adopted today for its ability to detect patterns, automate tasks, and reduce time and cost across various applications. Its integration into Cybersecurity has garnered significant attention,…

Cryptography and Security · Computer Science 2026-05-19 S. Tazili , A. Mansour , M. Y. Chkouri

Artificial intelligence (AI) is increasingly being used to augment and automate cyber operations, altering the scale, speed, and accessibility of malicious activity. These shifts raise urgent questions about when AI systems introduce…

Cryptography and Security · Computer Science 2026-01-27 Krystal Jackson , Deepika Raman , Jessica Newman , Nada Madkour , Charlotte Yuan , Evan R. Murphy

The field of artificial intelligence (AI) has experienced remarkable progress in recent years, driven by the widespread adoption of open-source machine learning models in both research and industry. Considering the resource-intensive nature…

Machine Learning · Computer Science 2023-08-21 Dominik Hintersdorf , Lukas Struppek , Kristian Kersting

This second update to the 2025 International AI Safety Report assesses new developments in general-purpose AI risk management over the past year. It examines how researchers, public institutions, and AI developers are approaching risk…

AI agents have been boosted by large language models. AI agents can function as intelligent assistants and complete tasks on behalf of their users with access to tools and the ability to execute commands in their environments. Through…

Cryptography and Security · Computer Science 2024-12-19 Yifeng He , Ethan Wang , Yuyang Rong , Zifei Cheng , Hao Chen

Social engineering (SE) attacks remain a significant threat to both individuals and organizations. The advancement of Artificial Intelligence (AI), including diffusion models and large language models (LLMs), has potentially intensified…

Cryptography and Security · Computer Science 2024-07-24 Jingru Yu , Yi Yu , Xuhong Wang , Yilun Lin , Manzhi Yang , Yu Qiao , Fei-Yue Wang

Cybersecurity solutions have shown promising performance when detecting ransomware samples that use fixed algorithms and encryption rates. However, due to the current explosion of Artificial Intelligence (AI), sooner than later, ransomware…

Deep Neural Networks (DNNs) have been shown to be susceptible to Trojan attacks. Neural Trojan is a type of targeted poisoning attack that embeds the backdoor into the victim and is activated by the trigger in the input space. The…

Machine Learning · Computer Science 2022-08-11 Diego Garcia-soto , Huili Chen , Farinaz Koushanfar

This research provides a comprehensive overview of adversarial attacks on AI and ML models, exploring various attack types, techniques, and their potential harms. We also delve into the business implications, mitigation strategies, and…

There have been recent adversarial attacks that are difficult to find. These new adversarial attacks methods may pose challenges to current deep learning cyber defense systems and could influence the future defense of cyberattacks. The…

Machine Learning · Computer Science 2023-08-25 John Harshith , Mantej Singh Gill , Madhan Jothimani

Neural network (NN) trojaning attack is an emerging and important attack model that can broadly damage the system deployed with NN models. Existing studies have explored the outsourced training attack scenario and transfer learning attack…

Cryptography and Security · Computer Science 2019-01-24 Yu Ji , Zixin Liu , Xing Hu , Peiqi Wang , Youhui Zhang

To understand and identify the unprecedented risks posed by rapidly advancing artificial intelligence (AI) models, Frontier AI Risk Management Framework in Practice presents a comprehensive assessment of their frontier risks. As Large…

Deep Learning (DL) has become a key technology that assists radio frequency (RF) signal classification applications, such as modulation classification. However, the DL models are vulnerable to adversarial machine learning threats, such as…

Cryptography and Security · Computer Science 2026-03-27 Younes Salmi , Hanna Bogucka

Artificial Intelligence (AI) is progressing rapidly, and companies are shifting their focus to developing generalist AI systems that can autonomously act and pursue goals. Increases in capabilities and autonomy may soon massively amplify…

Due to the current horizontal business model that promotes increasing reliance on untrusted third-party Intellectual Properties (IPs), CAD tools, and design facilities, hardware Trojan attacks have become a serious threat to the…

Cryptography and Security · Computer Science 2022-04-20 Jonathan Cruz , Pravin Gaikwad , Abhishek Nair , Prabuddha Chakraborty , Swarup Bhunia

A recent trojan attack on deep neural network (DNN) models is one insidious variant of data poisoning attacks. Trojan attacks exploit an effective backdoor created in a DNN model by leveraging the difficulty in interpretability of the…

Cryptography and Security · Computer Science 2020-01-20 Yansong Gao , Chang Xu , Derui Wang , Shiping Chen , Damith C. Ranasinghe , Surya Nepal

Rapid advancements in artificial intelligence (AI) have sparked growing concerns among experts, policymakers, and world leaders regarding the potential for increasingly advanced AI systems to pose catastrophic risks. Although numerous risks…

Computers and Society · Computer Science 2023-10-11 Dan Hendrycks , Mantas Mazeika , Thomas Woodside

Artificial Intelligence (AI) is one of the most transformative technologies of the 21st century. The extent and scope of future AI capabilities remain a key uncertainty, with widespread disagreement on timelines and potential impacts. As…

Artificial Intelligence · Computer Science 2023-11-27 Kyle A. Kilian , Christopher J. Ventura , Mark M. Bailey
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