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We describe defense mechanisms designed to detect sophisticated grid attacks involving both physical actions (including load modification) and sensor output alteration, with the latter performed in a sparse manner and also so as to take…

Optimization and Control · Mathematics 2020-07-22 Daniel Bienstock , Mauro Escobar

Modern machine learning increasingly requires training on a large collection of data from multiple sources, not all of which can be trusted. A particularly concerning scenario is when a small fraction of poisoned data changes the behavior…

Machine Learning · Computer Science 2021-04-26 Jonathan Hayase , Weihao Kong , Raghav Somani , Sewoong Oh

Selective data protection is a promising technique to defend against the data leakage attack. In this paper, we revisit technical challenges that were neglected when applying this protection to real applications. These challenges include…

Cryptography and Security · Computer Science 2021-06-01 Lin Ma , Jinyan Xu , Jiadong Sun , Yajin Zhou , Xun Xie , Wenbo Shen , Rui Chang , Kui Ren

Detecting vulnerabilities in software is a critical challenge in the development and deployment of applications. One of the most known and dangerous vulnerabilities is stack-based buffer overflows, which may allow potential attackers to…

Cryptography and Security · Computer Science 2021-01-01 William Arild Dahl , Laszlo Erdodi , Fabio Massimo Zennaro

Model stealing attacks have become a serious concern for deep learning models, where an attacker can steal a trained model by querying its black-box API. This can lead to intellectual property theft and other security and privacy risks. The…

Machine Learning · Computer Science 2023-09-12 Kacem Khaled , Mouna Dhaouadi , Felipe Gohring de Magalhães , Gabriela Nicolescu

In the ever-evolving realm of network security, the swift and accurate identification of diverse attack classes within network traffic is of paramount importance. This paper introduces "ByteStack-ID," a pioneering approach tailored for…

Cryptography and Security · Computer Science 2024-02-16 Irfan Khan , Yasir Ali Farrukh , Syed Wali

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

The cache plays a key role in determining the performance of applications, no matter for sequential or concurrent programs on homogeneous and heterogeneous architecture. Fixing cache misses requires to understand the origin and the type of…

Performance · Computer Science 2022-03-22 Jin Zhou , Steven , Tang , Hanmei Yang , Tongping Liu

Heap memory errors remain a major source of software vulnerabilities. Existing memory safety defenses aim at protecting all objects, resulting in high performance cost and incomplete protection. Instead, we propose an approach that…

Cryptography and Security · Computer Science 2024-08-21 Kaiming Huang , Mathias Payer , Zhiyun Qian , Jack Sampson , Gang Tan , Trent Jaeger

Storage integrity is essential to systems and applications that use untrusted storage (e.g., public clouds, end-user devices). However, known methods for achieving storage integrity either suffer from high (and often prohibitive) overheads…

Cryptography and Security · Computer Science 2025-04-10 Quinn Burke , Ryan Sheatsley , Yohan Beugin , Eric Pauley , Owen Hines , Michael Swift , Patrick McDaniel

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…

Cryptography and Security · Computer Science 2018-06-19 Khaled N. Khasawneh , Esmaeil Mohammadian Koruyeh , Chengyu Song , Dmitry Evtyushkin , Dmitry Ponomarev , Nael Abu-Ghazaleh

Attacks on the microarchitecture of modern processors have become a practical threat to security and privacy in desktop and cloud computing. Recently, cache attacks have successfully been demonstrated on ARM based mobile devices, suggesting…

Cryptography and Security · Computer Science 2017-03-30 Marc Green , Leandro Rodrigues-Lima , Andreas Zankl , Gorka Irazoqui , Johann Heyszl , Thomas Eisenbarth

Shared cache resources in multi-core processors are vulnerable to cache side-channel attacks. Recently proposed defenses have their own caveats: Randomization-based defenses are vulnerable to the evolving attack algorithms besides relying…

Cryptography and Security · Computer Science 2021-10-18 Ghada Dessouky , Alexander Gruler , Pouya Mahmoody , Ahmad-Reza Sadeghi , Emmanuel Stapf

In the recent past, we have witnessed the shift towards attacks on the microarchitectural CPU level. In particular, cache side-channels play a predominant role as they allow an attacker to exfiltrate secret information by exploiting the CPU…

Cryptography and Security · Computer Science 2022-08-19 Jan Philipp Thoma , Christian Niesler , Dominic Funke , Gregor Leander , Pierre Mayr , Nils Pohl , Lucas Davi , Tim Güneysu

There are increasing concerns about possible malicious modifications of integrated circuits (ICs) used in critical applications. Such attacks are often referred to as hardware Trojans. While many techniques focus on hardware Trojan…

Hardware Architecture · Computer Science 2016-11-18 Tony F. Wu , Karthik Ganesan , Yunqing Alexander Hu , H. -S. Philip Wong , Simon Wong , Subhasish Mitra

Cache randomization has recently been revived as a promising defense against conflict-based cache side-channel attacks. As two of the latest implementations, CEASER-S and ScatterCache both claim to thwart conflict-based cache side-channel…

Cryptography and Security · Computer Science 2021-11-30 Wei Song , Boya Li , Zihan Xue , Zhenzhen Li , Wenhao Wang , Peng Liu

Memory corruption vulnerabilities in C/C++ applications enable attackers to execute code, change data, and leak information. Current memory sanitizers do no provide comprehensive coverage of a program's data. In particular, existing tools…

Cryptography and Security · Computer Science 2019-11-27 Nathan Burow , Derrick McKee , Scott A. Carr , Mathias Payer

Out-of-order execution and speculative execution are among the biggest contributors to performance and efficiency of modern processors. However, they are inconsiderate, leaking secret data during the transient execution of instructions.…

Cryptography and Security · Computer Science 2019-05-23 Michael Schwarz , Robert Schilling , Florian Kargl , Moritz Lipp , Claudio Canella , Daniel Gruss

Caches have become the prime method for unintended information extraction across logical isolation boundaries. Even Spectre and Meltdown rely on the cache side channel, as it provides great resolution and is widely available on all major…

Cryptography and Security · Computer Science 2019-04-15 Samira Briongos , Pedro Malagón , José M. Moya , Thomas Eisenbarth

Attacks on heap memory, encompassing memory overflow, double and invalid free, use-after-free (UAF), and various heap spraying techniques are ever-increasing. Existing entropy-based secure memory allocators provide statistical defenses…

Cryptography and Security · Computer Science 2024-05-31 Ruizhe Wang , Meng Xu , N. Asokan