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Serverless computing is increasingly adopted for AI-driven workloads due to its automatic scaling and pay-as-you-go model. However, its function-based architecture creates significant security risks, including excessive privilege allocation…

密码学与安全 · 计算机科学 2026-03-27 Changhee Shin , Bom Kim , Seungsoo Lee

Application Programming Interface (API) Injection attacks refer to the unauthorized or malicious use of APIs, which are often exploited to gain access to sensitive data or manipulate online systems for illicit purposes. Identifying actors…

密码学与安全 · 计算机科学 2025-05-16 Udi Aharon , Ran Dubin , Amit Dvir , Chen Hajaj

Enterprise engagement with open source has evolved from tactical adoption to strategic deep integration, exposing them to a complex risk landscape far beyond mere code. However, traditional risk management, narrowly focused on technical…

软件工程 · 计算机科学 2025-11-03 Wenhao Yang , Minghui Zhou , Daniel Izquierdo Cortázar , Yehui Wang

The rapid expansion of the Internet of Things (IoT) has led to significant data reliability and system transparency challenges, aggravated by the centralized nature of existing IoT architectures. This centralization often results in siloed…

新兴技术 · 计算机科学 2026-04-22 Lorenzo Gigli , Ivan Zyrianoff , Federico Montori , Luca Sciullo , Carlos Kamienski , Marco Di Felice

The Windows authentication infrastructure relies on the Local Security Authority (LSA) system, with its integral component being lsass.exe. Regrettably, this framework is not impervious, presenting vulnerabilities that attract threat actors…

密码学与安全 · 计算机科学 2024-01-02 Anna Revazova , Igor Korkin

Agentic AI systems automate enterprise workflows but existing defenses--guardrails, semantic filters--are probabilistic and routinely bypassed. We introduce authenticated workflows, the first complete trust layer for enterprise agentic AI.…

密码学与安全 · 计算机科学 2026-02-12 Mohan Rajagopalan , Vinay Rao

Autoscaling is a technology that automatically scales resources for applications without human intervention to ensure runtime Quality of Service (QoS) while reducing costs. However, user-facing cloud applications serve dynamic workloads…

软件工程 · 计算机科学 2026-03-03 Chunyang Meng , Haogang Tong , Tianyang Wu , Maolin Pan , Yang Yu , Yi Jiang

The proliferation of Internet services has led to an increasing need to protect private data. User authentication serves as a crucial mechanism to ensure data security. Although robust authentication forms the cornerstone of remote service…

密码学与安全 · 计算机科学 2024-12-18 Hamidreza Fereidouni , Abdelhakim Senhaji Hafid , Dimitrios Makrakis , Yaser Baseri

Upcoming certification actions related to the security of machine learning (ML) based systems raise major evaluation challenges that are amplified by the large-scale deployment of models in many hardware platforms. Until recently, most of…

密码学与安全 · 计算机科学 2023-09-15 Mathieu Dumont , Kevin Hector , Pierre-Alain Moellic , Jean-Max Dutertre , Simon Pontié

We define Oracle Poisoning, an attack class in which an adversary corrupts a structured knowledge graph that AI agents query at runtime via tool-use protocols, causing incorrect conclusions through correct reasoning. Unlike prompt…

密码学与安全 · 计算机科学 2026-05-12 Ben Kereopa-Yorke , Guillermo Diaz , Holly Wright , Reagan Johnston , Ron F. Del Rosario , Timothy Lynar

A critical vulnerability of supervised deep learning in high-dimensional tabular domains is "generalization collapse": models form precise decision boundaries around known training distributions but fail catastrophically when encountering…

机器学习 · 计算机科学 2026-03-10 Rajeeb Thapa Chhetri , Saurab Thapa , Avinash Kumar , Zhixiong Chen

The growth of low-end hardware has led to a proliferation of machine learning-based services in edge applications. These applications gather contextual information about users and provide some services, such as personalized offers, through…

机器学习 · 计算机科学 2024-02-06 Akanksha Atrey , Ritwik Sinha , Saayan Mitra , Prashant Shenoy

Security Application Programming Interfaces (APIs) are crucial for ensuring software security. However, their misuse introduces vulnerabilities, potentially leading to severe data breaches and substantial financial loss. Complex API design,…

密码学与安全 · 计算机科学 2025-05-15 Zahra Mousavi , Chadni Islam , M. Ali Babar , Alsharif Abuadbba , Kristen Moore

Contemporary fuzz testing techniques focus on identifying memory corruption vulnerabilities that allow adversaries to achieve either remote code execution or information disclosure. Meanwhile, Algorithmic Complexity (AC)vulnerabilities,…

密码学与安全 · 计算机科学 2020-02-18 William Blair , Andrea Mambretti , Sajjad Arshad , Michael Weissbacher , William Robertson , Engin Kirda , Manuel Egele

Network-based attacks on control systems may alter sensor data delivered to the controller, effectively causing degradation in control performance. As a result, having access to accurate state estimates, even in the presence of attacks on…

系统与控制 · 电气工程与系统科学 2020-05-19 Amir Khazraei , Miroslav Pajic

Data sharing is ubiquitous in the metaverse, which adopts blockchain as its foundation. Blockchain is employed because it enables data transparency, achieves tamper resistance, and supports smart contracts. However, securely sharing data…

密码学与安全 · 计算机科学 2024-12-19 Liang Zhang , Zhanrong Ou , Changhui Hu , Haibin Kan , Jiheng Zhang

Training models on a carefully chosen portion of data rather than the full dataset is now a standard preprocess for modern ML. From vision coreset selection to large-scale filtering in language models, it enables scalability with minimal…

密码学与安全 · 计算机科学 2026-04-15 Qi Li , Cheng-Long Wang , Yinzhi Cao , Di Wang

Next generation Internet is highly concerned about the issue of reliability. Principally, the foundation of reliability is authentication of the source IP address. With the signature-and-verification based defense mechanisms available…

网络与互联网体系结构 · 计算机科学 2011-03-22 Jie Li , Jian-ping Wu , Ke Xu

Active learning(AL), which serves as the representative label-efficient learning paradigm, has been widely applied in resource-constrained scenarios. The achievement of AL is attributed to acquisition functions, which are designed for…

密码学与安全 · 计算机科学 2025-08-11 Yuhan Zhi , Longtian Wang , Xiaofei Xie , Chao Shen , Qiang Hu , Xiaohong Guan

A code-level backdoor is a hidden access, programmed and concealed within the code of a program. For instance, hard-coded credentials planted in the code of a file server application would enable maliciously logging into all deployed…

密码学与安全 · 计算机科学 2025-05-14 Dimitri Kokkonis , Michaël Marcozzi , Emilien Decoux , Stefano Zacchiroli