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Shared caches are vulnerable to side channel attacks through contention in cache sets. Besides being a simple source of information leak, these side channels form useful gadgets for more sophisticated attacks that compromise the security of…

Cryptography and Security · Computer Science 2024-08-27 Divya Ojha , Sandhya Dwarkadas

Spectre attacks and their many subsequent variants are a new vulnerability class affecting modern CPUs. The attacks rely on the ability to misguide speculative execution, generally by exploiting the branch prediction structures, to execute…

Cryptography and Security · Computer Science 2019-12-06 Esmaeil Mohammadian Koruyeh , Shirin Haji Amin Shirazi , Khaled N. Khasawneh , Chengyu Song , Nael Abu-Ghazaleh

The convolutional neural network (CNN) architecture is increasingly being applied to new domains, such as malware detection, where it is able to learn malicious behavior from raw bytes extracted from executables. These architectures reach…

Machine Learning · Computer Science 2019-04-16 Octavian Suciu , Scott E. Coull , Jeffrey Johns

While cluster computing frameworks are continuously evolving to provide real-time data analysis capabilities, Apache Spark has managed to be at the forefront of big data analytics for being a unified framework for both, batch and stream…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-29 Ahsan Javed Awan , Mats Brorsson , Vladimir Vlassov , Eduard Ayguade

Leveraging real-time data to detect disasters such as wildfires, extreme weather, earthquakes, tsunamis, human health emergencies, or global diseases is an important opportunity. However, much of this data is generated in the field and the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-11 Maurice Jamieson , Nick Brown

Architectural backdoors pose an under-examined but critical threat to deep neural networks, embedding malicious logic directly into a model's computational graph. Unlike traditional data poisoning or parameter manipulation, architectural…

Cryptography and Security · Computer Science 2025-07-18 Victoria Childress , Josh Collyer , Jodie Knapp

Self-modifying code (SMC) allows programs to alter their own instructions, optimizing performance and functionality on x86 processors. Despite its benefits, SMC introduces unique microarchitectural behaviors that can be exploited for…

Cryptography and Security · Computer Science 2025-02-11 Seonghun Son , Daniel Moghimi , Berk Gulmezoglu

The Common Vulnerabilities and Exposures (CVE) represent standard means for sharing publicly known information security vulnerabilities. One or more CVEs are grouped into the Common Weakness Enumeration (CWE) classes for the purpose of…

Cryptography and Security · Computer Science 2022-04-04 Ehsan Aghaei , Waseem Shadid , Ehab Al-Shaer

Intel has introduced a trusted computing technology, Intel Software Guard Extension (SGX), which provides an isolated and secure execution environment called enclave for a user program without trusting any privilege software (e.g., an…

Cryptography and Security · Computer Science 2018-11-14 Jinwen Wang , Yueqiang Cheng , Qi Li , Yong Jiang

In the modern CPU architecture, enhancements such as the Line Fill Buffer (LFB) and Super Queue (SQ), which are designed to track pending cache requests, have significantly boosted performance. To exploit this structures, we deliberately…

Cryptography and Security · Computer Science 2023-06-06 Han Wang , Ming Tang , Ke Xu , Quancheng Wang

In the last years, a series of side channels have been discovered on CPUs. These side channels have been used in powerful attacks, e.g., on cryptographic implementations, or as building blocks in transient-execution attacks such as Spectre…

Cryptography and Security · Computer Science 2021-06-08 Daniel Weber , Ahmad Ibrahim , Hamed Nemati , Michael Schwarz , Christian Rossow

Modern computer processors use microarchitectural optimization mechanisms to improve performance. As a downside, such optimizations are prone to introducing side-channel vulnerabilities. Speculative loading of memory, called prefetching, is…

Cryptography and Security · Computer Science 2024-10-02 Till Schlüter , Nils Ole Tippenhauer

Graphics processing units (GPUs) are now considered the leading hardware to accelerate general-purpose workloads such as AI, data analytics, and HPC. Over the last decade, researchers have focused on demystifying and evaluating the…

Hardware Architecture · Computer Science 2022-08-25 Hamdy Abdelkhalik , Yehia Arafa , Nandakishore Santhi , Abdel-Hameed Badawy

Speculative vulnerabilities such as Spectre and Meltdown expose speculative execution state that can be exploited to leak information across security domains via side-channels. Such vulnerabilities often stay undetected for a long time as…

Cryptography and Security · Computer Science 2022-02-09 Oleksii Oleksenko , Christof Fetzer , Boris Köpf , Mark Silberstein

This paper describes a complex networks approach to study the failure tolerance of mechatronic software systems under various types of hardware and/or software failures. We produce synthetic system architectures based on evidence of modular…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-10-04 Dharshana Kasthurirathna , Andy Dong , Mahendrarajah Piraveenan , Irem Y. Tumer

Side-channel risks of Intel's SGX have recently attracted great attention. Under the spotlight is the newly discovered page-fault attack, in which an OS-level adversary induces page faults to observe the page-level access patterns of a…

Cryptography and Security · Computer Science 2026-03-03 Wenhao Wang , Guoxing Chen , Xiaorui Pan , Yinqian Zhang , XiaoFeng Wang , Vincent Bindschaedler , Haixu Tang , Carl A. Gunter

As architecture, systems, and data management communities pay greater attention to innovative big data systems and architectures, the pressure of benchmarking and evaluating these systems rises. Considering the broad use of big data…

Every year, novel NVIDIA GPU designs are introduced. This rapid architectural and technological progression, coupled with a reluctance by manufacturers to disclose low-level details, makes it difficult for even the most proficient GPU…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-19 Zhe Jia , Marco Maggioni , Benjamin Staiger , Daniele P. Scarpazza

This paper presents a survey of architectural features among four generations of Intel server processors (Sandy Bridge, Ivy Bridge, Haswell, and Broad- well) with a focus on performance with floating point workloads. Starting on the core…

Performance · Computer Science 2017-02-27 Johannes Hofmann , Georg Hager , Gerhard Wellein , Dietmar Fey

Spectre, Meltdown, and related attacks have demonstrated that kernels, hypervisors, trusted execution environments, and browsers are prone to information disclosure through micro-architectural weaknesses. However, it remains unclear as to…