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During the last decade, Deep Neural Networks (DNN) have progressively been integrated on all types of platforms, from data centers to embedded systems including low-power processors and, recently, FPGAs. Neural Networks (NN) are expected to…

密码学与安全 · 计算机科学 2021-10-22 Maria Méndez Real , Rubén Salvador

Symmetric Multi-Processing (SMP) based on cache coherency is crucial for high-end embedded systems like automotive applications. RISC-V is gaining traction, and open-source hardware (OSH) platforms offer solutions to issues such as IP costs…

In-memory computing architectures provide a much needed solution to energy-efficiency barriers posed by Von-Neumann computing due to the movement of data between the processor and the memory. Functions implemented in such in-memory…

硬件体系结构 · 计算机科学 2020-06-24 Sina Sayyah Ensan , Karthikeyan Nagarajan , Mohammad Nasim Imtia Khan , Swaroop Ghosh

As neural networks revolutionize many applications, significant privacy conflicts between model users and providers emerge. The cryptography community developed a variety of techniques for secure computation to address such privacy issues.…

机器学习 · 计算机科学 2021-02-17 Avital Shafran , Gil Segev , Shmuel Peleg , Yedid Hoshen

Cryptographic computations are fundamental to modern computing, ensuring data confidentiality and integrity. However, these operations are highly vulnerable to power side-channel attacks that exploit variations in power consumption to leak…

密码学与安全 · 计算机科学 2026-02-25 Amisha Srivastava , Muskan Porwal , Kanad Basu

To mitigate the ever worsening "Power wall" and "Memory wall" problems, multi-core architectures with multilevel cache hierarchies have been widely accepted in modern processors. However, the complexity of the architectures makes modeling…

硬件体系结构 · 计算机科学 2020-10-20 Ming Ling , Xiaoqian Lu , Guangmin Wang , Jiancong Ge

RISC-V is an emerging technology, with applications ranging from embedded devices to high-performance servers. Therefore, more and more security-critical workloads will be conducted with code that is compiled for RISC-V. Well-known…

密码学与安全 · 计算机科学 2023-09-28 Jan Wichelmann , Christopher Peredy , Florian Sieck , Anna Pätschke , Thomas Eisenbarth

Speculative execution which is used pervasively in modern CPUs can leave side effects in the processor caches and other structures even when the speculated instructions do not commit and their direct effect is not visible. The recent…

IPv6 dependability is increasingly inseparable from IPv6 security: Neighbor Discovery (ND), Router Advertisements (RA), and ICMPv6 are essential for correct operation yet expose a broad attack surface for spoofing and flooding. Meanwhile,…

网络与互联网体系结构 · 计算机科学 2026-02-10 Walid Aljoby , Mohammed Alzayani , Md. Kamrul Hossain , Khaled A. Harras

The transient-execution attack Meltdown leaks sensitive information by transiently accessing inaccessible data during out-of-order execution. Although Meltdown is fixed in hardware for recent CPU generations, most currently-deployed CPUs…

密码学与安全 · 计算机科学 2023-10-09 Daniel Weber , Fabian Thomas , Lukas Gerlach , Ruiyi Zhang , Michael Schwarz

Deep neural networks (DNNs) have been showed to be highly vulnerable to imperceptible adversarial perturbations. As a complementary type of adversary, patch attacks that introduce perceptible perturbations to the images have attracted the…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Zhaoyu Chen , Bo Li , Shuang Wu , Shouhong Ding , Wenqiang Zhang

This paper presents a digital VLSI design flow to create secure, side-channel attack (SCA) resistant integrated circuits. The design flow starts from a normal design in a hardware description language such as VHDL or Verilog and provides a…

硬件体系结构 · 计算机科学 2011-11-09 Kris Tiri , Ingrid Verbauwhede

Side-channel information leakage is a known limitation of SGX. Researchers have demonstrated that secret-dependent information can be extracted from enclave execution through page-fault access patterns. Consequently, various recent research…

密码学与安全 · 计算机科学 2017-02-27 Ferdinand Brasser , Urs Müller , Alexandra Dmitrienko , Kari Kostiainen , Srdjan Capkun , Ahmad-Reza Sadeghi

Spectre and Meltdown attacks and their variants exploit hardware performance optimization features to cause security breaches. Secret information is accessed and leaked through covert or side channels. New attack variants keep appearing and…

密码学与安全 · 计算机科学 2020-12-24 Zecheng He , Guangyuan Hu , Ruby Lee

Embedded devices are increasingly present in our everyday life. They often process critical information, and hence, rely on cryptographic protocols to achieve security. However, embedded devices remain vulnerable to attackers seeking to…

密码学与安全 · 计算机科学 2023-08-08 Rodothea Myrsini Tsoupidi , Elena Troubitsyna , Panagiotis Papadimitratos

In early 2018, Meltdown first showed how to read arbitrary kernel memory from user space by exploiting side-effects from transient instructions. While this attack has been mitigated through stronger isolation boundaries between user and…

密码学与安全 · 计算机科学 2019-05-15 Michael Schwarz , Moritz Lipp , Daniel Moghimi , Jo Van Bulck , Julian Stecklina , Thomas Prescher , Daniel Gruss

Caches are used to reduce the speed differential between the CPU and memory to improve the performance of modern processors. However, attackers can use contention-based cache timing attacks to steal sensitive information from victim…

密码学与安全 · 计算机科学 2024-06-13 Quancheng Wang , Xige Zhang , Han Wang , Yuzhe Gu , Ming Tang

Edge AI inference is becoming prevalent thanks to the emergence of small yet high-performance microprocessors. This shift from cloud to edge processing brings several benefits in terms of energy savings, improved latency, and increased…

密码学与安全 · 计算机科学 2025-12-23 Nuntipat Narkthong , Xiaolin Xu

Microarchitectural timing channels enable unwanted information flow across security boundaries, violating fundamental security assumptions. They leverage timing variations of several state-holding microarchitectural components and have been…

密码学与安全 · 计算机科学 2025-10-14 Nils Wistoff , Moritz Schneider , Frank K. Gürkaynak , Gernot Heiser , Luca Benini

Recent model inversion attack algorithms permit adversaries to reconstruct a neural network's private and potentially sensitive training data by repeatedly querying the network. In this work, we develop a novel network architecture that…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Sayanton V. Dibbo , Adam Breuer , Juston Moore , Michael Teti