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相关论文: A New Doctrine for Hardware Security

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Federated learning (FL) represents a novel paradigm to machine learning, addressing critical issues related to data privacy and security, yet suffering from data insufficiency and imbalance. The emergence of foundation models (FMs) provides…

分布式、并行与集群计算 · 计算机科学 2023-11-02 Xi Li , Songhe Wang , Chen Wu , Hao Zhou , Jiaqi Wang

In our cyber security model we define the concept of {\em penetration cost}, which is the cost that must be paid in order to break into the next layer of security. Given a tree $T$ rooted at a vertex $r$, a {\em penetrating cost} edge…

数据结构与算法 · 计算机科学 2015-08-18 Geir Agnarsson , Raymond Greenlaw , Sanpawat Kantabutra

This work aims at discussing the complexity aspect of software while demonstrating its relationship with security. Complexity is an essential part of software; however, numerous studies indicate that they increase the vulnerability of the…

软件工程 · 计算机科学 2020-02-18 Mamdouh Alenezi , Mohammad Zarour

This position paper argues that achieving robustness, privacy, and efficiency simultaneously in machine learning systems is infeasible under prevailing threat models. The tension between these goals arises not from algorithmic shortcomings…

机器学习 · 计算机科学 2025-06-27 Youssef Allouah , Rachid Guerraoui , John Stephan

This paper is an introductory discussion on the cause of open source software vulnerabilities, their importance in the cybersecurity ecosystem, and a selection of detection methods. A recent application security report showed 44% of…

密码学与安全 · 计算机科学 2022-03-31 Stuart Millar

With increasing complexity of modern-day mobile devices, security of these devices in presence of myriad attacks by an intelligent adversary is becoming a major issue. The vast majority of cell phones still remain unsecured from many…

密码学与安全 · 计算机科学 2010-10-13 Tatini Mal-Sarkar , Swarup Bhunia

Machine learning (ML) models can be trade secrets due to their development cost. Hence, they need protection against malicious forms of reverse engineering (e.g., in IP piracy). With a growing shift of ML to the edge devices, in part for…

密码学与安全 · 计算机科学 2021-09-02 Anuj Dubey , Rosario Cammarota , Vikram Suresh , Aydin Aysu

Security patterns are a means to encapsulate and communicate proven security solutions. They are well-established approaches for introducing security into the software development process. Our objective is to explore the research efforts on…

软件工程 · 计算机科学 2018-12-03 Abbas Javan Jafari , Abbas Rasoolzadegan

Neural networks have achieved state-of-the-art performance in solving many problems, including many applications in safety/security-critical systems. Researchers also discovered multiple security issues associated with neural networks. One…

密码学与安全 · 计算机科学 2022-05-17 Long H. Pham , Jun Sun

Rowhammer has drawn much attention from both academia and industry in the past years as rowhammer exploitation poses severe consequences to system security. Since the first comprehensive study of rowhammer in 2014, a number of rowhammer…

密码学与安全 · 计算机科学 2024-05-02 Zhi Zhang , Decheng Chen , Jiahao Qi , Yueqiang Cheng , Shijie Jiang , Yiyang Lin , Yansong Gao , Surya Nepal , Yi Zou , Jiliang Zhang , Yang Xiang

Hardware trojans are malicious circuits which compromise the functionality and security of an integrated circuit (IC). These circuits are manufactured directly into the silicon and cannot be fixed by security patches like software. The…

机器学习 · 计算机科学 2026-05-21 Paul Whitten , Francis Wolff , Chris Papachristou

We study the applicability of blockchain technology for distributed event detection under resource constraints. Therefore we provide a test-suite with several promising consensus methods (Proof-of-Work, Proof-of-Stake, Distributed…

分布式、并行与集群计算 · 计算机科学 2020-10-07 Cedric Sanders , Thomas Liebig

Monolithic operating systems, where all kernel functionality resides in a single, shared address space, are the foundation of most mainstream computer systems. However, a single flaw, even in a non-essential part of the kernel (e.g., device…

密码学与安全 · 计算机科学 2024-04-16 Soo Yee Lim , Sidhartha Agrawal , Xueyuan Han , David Eyers , Dan O'Keeffe , Thomas Pasquier

Malware detection using Hardware Performance Counters (HPCs) offers a promising, low-overhead approach for monitoring program behavior. However, a fundamental architectural constraint, that only a limited number of hardware events can be…

密码学与安全 · 计算机科学 2026-02-10 Eli Propp , Seyed Majid Zahedi

Currently the only techniques for sharing governance of a deep learning model are homomorphic encryption and secure multiparty computation. Unfortunately, neither of these techniques is applicable to the training of large neural networks…

机器学习 · 计算机科学 2018-12-17 Miljan Martic , Jan Leike , Andrew Trask , Matteo Hessel , Shane Legg , Pushmeet Kohli

Federated Learning is an important emerging distributed training paradigm that keeps data private on clients. It is now well understood that by controlling only a small subset of FL clients, it is possible to introduce a backdoor to a…

机器学习 · 计算机科学 2026-01-14 Joseph Rance , Filip Svoboda

This paper presents a comparative study of distributed systems and the security issues associated with those systems. Four commonly used distributed systems were considered for detailed analysis in terms of technologies involved, security…

分布式、并行与集群计算 · 计算机科学 2012-11-12 Mohamed Firdhous

This article analyzes trust and security in computing and communications systems. While in human-life, trust usually has some kind of commonly understood meaning, in the realm of computing and communications systems, it could be interpreted…

密码学与安全 · 计算机科学 2012-03-22 Al-Sakib Khan Pathan

One of the most critical security protocol problems for humans is when you are betraying a trust, perhaps for some higher purpose, and the world can turn against you if you're caught. In this short paper, we report on efforts to enable…

计算机与社会 · 计算机科学 2020-06-26 Mansoor Ahmed-Rengers , Ross Anderson , Darija Halatova , Ilia Shumailov

In recent years, Cloud Computing has transformed local businesses and created new business models on the Internet- and Cloud services are still flourishing. But after the emphatic hype in the early years, a more realistic perception of…

密码学与安全 · 计算机科学 2024-05-21 Fabian Süß , Marco Freimuth , Andreas Aßmuth , George R. S. Weir , Bob Duncan