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The security of applications hinges on the trustworthiness of the operating system, as applications rely on the OS to protect code and data. As a result, multiple protections for safeguarding the integrity of kernel code and data are being…

Cryptography and Security · Computer Science 2019-05-16 Salessawi Ferede Yitbarek , Todd Austin

In this work we present the Secure Machine, SeM for short, a CPU architecture extension for secure computing. SeM uses a small amount of in-chip additional hardware that monitors key communication channels inside the CPU chip, and only acts…

Cryptography and Security · Computer Science 2018-03-13 Ofir Shwartz , Yitzhak Birk

Embedded software used in industrial systems frequently relies on data that ensures the correct and efficient operation of these systems. Thus, companies invest considerable resources in fine-tuning this data, making it their valuable…

Cryptography and Security · Computer Science 2026-03-13 Bernhard Fischer , Daniel Dorfmeister , Flavio Ferrarotti , Manuel Penz , Michael Kargl , Martina Zeinzinger , Florian Eibensteiner

Large Language Model (LLM) inference on edge Neural Processing Units (NPUs) is fundamentally constrained by limited on-chip memory capacity. Although high-density embedded DRAM (eDRAM) is attractive for storing activation workspaces, its…

Hardware Architecture · Computer Science 2026-04-10 Jintao Zhang , Xuanyao Fong

The deep learning revolution has been enabled in large part by GPUs, and more recently accelerators, which make it possible to carry out computationally demanding training and inference in acceptable times. As the size of machine learning…

Cryptography and Security · Computer Science 2022-03-31 Sankha Baran Dutta , Hoda Naghibijouybari , Arjun Gupta , Nael Abu-Ghazaleh , Andres Marquez , Kevin Barker

Cache attacks exploit memory access patterns of cryptographic implementations. Constant-Time implementation techniques have become an indispensable tool in fighting cache timing attacks. These techniques engineer the memory accesses of…

Cryptography and Security · Computer Science 2018-11-20 Ahmad Moghimi , Thomas Eisenbarth , Berk Sunar

Acceleration of cryptographic applications on massively parallel computing platforms, such as Graphics Processing Units (GPUs), becomes a real challenge as their decreasing cost and mass production makes practical implementations…

Cryptography and Security · Computer Science 2013-05-17 Jean-Marie Chauvet , Eric Mahé

Embedded systems are parts of our daily life and used in many fields. They can be found in smartphones or in modern cars including GPS, light/rain sensors and other electronic assistance mechanisms. These systems may handle sensitive data…

Cryptography and Security · Computer Science 2016-02-23 Pascal Cotret , Guy Gogniat , Martha Johanna Sepulveda Florez

Persistent memory (PMEM) devices present an opportunity to retain the flexibility of main memory data structures and algorithms, but augment them with reliability and persistence. The challenge in doing this is to combine replication (for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-17 Pradeep Fernando , Daniel Zahka , Ada Gavrilovska , Amitabha Roy , Subramanya R. Dulloor

Almost all modern hardware, from phone SoCs to high-end servers with accelerators, contain memory translation and protection hardware like IOMMUs, firewalls, and lookup tables which make it impossible to reason about, and enforce protection…

Operating Systems · Computer Science 2020-09-08 Reto Achermann , Nora Hossle , Lukas Humbel , Daniel Schwyn , David Cock , Timothy Roscoe

Memory safety bugs remain in the top ranks of security vulnerabilities, even after decades of research on their detection and prevention. Various mitigations have been proposed for C/C++, ranging from language dialects to instrumentation.…

Cryptography and Security · Computer Science 2023-05-12 Konrad Hohentanner , Philipp Zieris , Julian Horsch

Side-channel attacks on memory (SCAM) exploit unintended data leaks from memory subsystems to infer sensitive information, posing significant threats to system security. These attacks exploit vulnerabilities in memory access patterns, cache…

Cryptography and Security · Computer Science 2025-05-09 MD Mahady Hassan , Shanto Roy , Reza Rahaeimehr

As modern systems increasingly rely on GPUs for computationally intensive tasks such as machine learning acceleration, ensuring the integrity of GPU computation has become critically important. Recent studies have shown that GPU kernels are…

Cryptography and Security · Computer Science 2025-09-05 Ghadeer Almusaddar , Yicheng Zhang , Saber Ganjisaffar , Barry Williams , Yu David Liu , Dmitry Ponomarev , Nael Abu-Ghazaleh

The surge in popularity of machine learning (ML) has driven significant investments in training Deep Neural Networks (DNNs). However, these models that require resource-intensive training are vulnerable to theft and unauthorized use. This…

Cryptography and Security · Computer Science 2024-03-12 Jasper Stang , Torsten Krauß , Alexandra Dmitrienko

Modern GPU applications, such as machine learning (ML), can only partially utilize GPUs, leading to GPU underutilization in cloud environments. Sharing GPUs across multiple applications from different tenants can improve resource…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-17 Manos Pavlidakis , Giorgos Vasiliadis , Stelios Mavridis , Anargyros Argyros , Antony Chazapis , Angelos Bilas

Security of embedded computing systems is becoming of paramount concern as these devices become more ubiquitous, contain personal information and are increasingly used for financial transactions. Security attacks targeting embedded systems…

Hardware Architecture · Computer Science 2015-11-09 Roshan G. Ragel , Jude A. Ambrose , Sri Parameswaran

Cloud computing has become indispensable in today's computer landscape. The flexibility it offers for customers as well as for providers has become a crucial factor for large parts of the computer industry. Virtualization is the key…

Cryptography and Security · Computer Science 2017-07-27 Felicitas Hetzelt , Robert Buhren

Not long ago, it was thought that only software applications and general purpose digital systems i.e. computers were prone to various types of attacks against their security. The underlying hardware, hardware implementations of these…

Cryptography and Security · Computer Science 2016-10-04 Muhammad Farooq-i-Azam , Muhammad Naeem Ayyaz

Traditional rule-based cybersecurity systems have proven highly effective against known malware threats. However, they face challenges in detecting novel threats. To address this issue, emerging cybersecurity systems are incorporating AI…

Cryptography and Security · Computer Science 2024-12-18 Tobias Becher , Simon Torka

Previous security research efforts orbiting around graphs have been exclusively focusing on either (de-)anonymizing the graphs or understanding the security and privacy issues of graph neural networks. Little attention has been paid to…

Machine Learning · Computer Science 2022-05-02 Yun Shen , Yufei Han , Zhikun Zhang , Min Chen , Ting Yu , Michael Backes , Yang Zhang , Gianluca Stringhini