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Emerging deployments of Generative AI increasingly execute inference across decentralized and heterogeneous edge devices rather than on a single trusted server. In such environments, a single device failure or misbehavior can disrupt the…

分布式、并行与集群计算 · 计算机科学 2026-03-31 Chanh Nguyen , Erik Elmroth

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,…

密码学与安全 · 计算机科学 2025-05-06 Vineeth Sai Narajala , Om Narayan

Generative Artificial Intelligence (GAI) stands at the forefront of AI innovation, demonstrating rapid advancement and unparalleled proficiency in generating diverse content. Beyond content creation, GAI has significant analytical abilities…

密码学与安全 · 计算机科学 2024-02-22 Changyuan Zhao , Hongyang Du , Dusit Niyato , Jiawen Kang , Zehui Xiong , Dong In Kim , Xuemin , Shen , Khaled B. Letaief

The increasing sophistication and integration of Generative AI (GenAI) models into diverse applications introduce new security challenges that traditional methods struggle to address. This research explores the critical need for proactive…

密码学与安全 · 计算机科学 2025-07-30 Sunil Kumar Jang Bahadur , Gopala Dhar , Lavi Nigam

Generative adversarial networks (GANs) and diffusion models have dramatically advanced deepfake technology, and its threats to digital security, media integrity, and public trust have increased rapidly. This research explored zero-shot…

图形学 · 计算机科学 2025-09-24 Ayan Sar , Sampurna Roy , Tanupriya Choudhury , Ajith Abraham

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,…

密码学与安全 · 计算机科学 2023-07-04 Maanak Gupta , CharanKumar Akiri , Kshitiz Aryal , Eli Parker , Lopamudra Praharaj

The rise of Generative AI (GenAI) has reshaped the cybersecurity landscape by enabling new attack vectors and lowering the barrier for executing advanced social engineering campaigns. This study conducts an empirical analysis of…

密码学与安全 · 计算机科学 2026-04-02 Rina Mishra , Gaurav Varshney

Previous studies have shown that commonly studied (vanilla) implementations of touch-based continuous authentication systems (V-TCAS) are susceptible to active adversarial attempts. This study presents a novel Generative Adversarial Network…

密码学与安全 · 计算机科学 2022-10-05 Mohit Agrawal , Pragyan Mehrotra , Rajesh Kumar , Rajiv Ratn Shah

The rapid deployment of AI models necessitates robust, quantum-resistant security, particularly against adversarial threats. Here, we present a novel integration of post-quantum cryptography (PQC) and zero trust architecture (ZTA), formally…

密码学与安全 · 计算机科学 2025-12-01 I. Cherkaoui , C. Clarke , J. Horgan , I. Dey

Critical infrastructure systems, including energy grids, healthcare facilities, transportation networks, and water distribution systems, are pivotal to societal stability and economic resilience. However, the increasing interconnectivity of…

密码学与安全 · 计算机科学 2025-12-25 Jenifer Paulraj , Brindha Raghuraman , Nagarani Gopalakrishnan , Yazan Otoum

One of the most promising applications of the IoT is the Smart Grid (SG). Integrating SG's data communications network into the power grid allows gathering and analyzing information from power lines, distribution power stations, and end…

密码学与安全 · 计算机科学 2022-10-24 Mohammad Ali Alipour , Saeid Ghasemshirazi , Ghazaleh Shirvani

Enhancing the reliability of AI based fault diagnosis in inverter dominated microgrids requires diverse and statistically balanced datasets. However, the scarcity and imbalance of high fidelity fault data, especially for rare inverter…

系统与控制 · 电气工程与系统科学 2025-11-11 Swetha Rani Kasimalla , Kuchan Park , Junho Hong , Young-Jin Kim

Emerging six generation (6G) is the integration of heterogeneous wireless networks, which can seamlessly support anywhere and anytime networking. But high Quality-of-Trust should be offered by 6G to meet mobile user expectations. Artificial…

网络与互联网体系结构 · 计算机科学 2022-08-03 Liu Yang , Yun Li , Simon X. Yang , Yinzhi Lu , Tan Guo , Keping Yu

Generative Artificial Intelligence (GenAI) presents significant advancements but also introduces novel security challenges, particularly within agentic workflows where AI agents operate autonomously. These risks escalate in multi-agent…

密码学与安全 · 计算机科学 2025-06-24 Sunil Kumar Jang Bahadur , Gopala Dhar

Generative AI systems are increasingly assisting and acting on behalf of end users in practical settings, from digital shopping assistants to next-generation autonomous cars. In this context, safety is no longer about blocking harmful…

人工智能 · 计算机科学 2026-05-20 Ravi Pandya , Madison Bland , Duy P. Nguyen , Changliu Liu , Jaime Fernández Fisac , Andrea Bajcsy

Existing research on generative AI security is primarily driven by mutually reinforcing attack and defense methodologies grounded in empirical experience. This dynamic frequently gives rise to previously unknown attacks that can circumvent…

密码学与安全 · 计算机科学 2026-01-01 Yu Cui , Hang Fu , Sicheng Pan , Zhuoyu Sun , Yifei Liu , Yuhong Nie , Bo Ran , Baohan Huang , Xufeng Zhang , Haibin Zhang , Cong Zuo , Licheng Wang

Problem Space: AI Vulnerabilities and Quantum Threats Generative AI vulnerabilities: model inversion, data poisoning, adversarial inputs. Quantum threats Shor Algorithm breaking RSA ECC encryption. Challenge Secure generative AI models…

密码学与安全 · 计算机科学 2025-10-23 Petar Radanliev

With the growing concern about the security and privacy of smart grid systems, cyberattacks on critical power grid components, such as state estimation, have proven to be one of the top-priority cyber-related issues and have received…

Generative AI has unleashed the power of content generation and it has also unwittingly opened the pandora box of realistic deepfake causing a number of social hazards and harm to businesses and personal reputation. The investigation &…

人工智能 · 计算机科学 2026-01-13 Prasanna Kumar

High-stakes decision systems increasingly require structured justification, traceability, and auditability to ensure accountability and regulatory compliance. Formal arguments commonly used in the certification of safety-critical systems…

人工智能 · 计算机科学 2026-04-07 Mahyar T. Moghaddam