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Application size and complexity are the underlying cause of numerous security vulnerabilities in code. In order to mitigate the risks arising from such vulnerabilities, various techniques have been proposed to isolate the execution of…

Cryptography and Security · Computer Science 2017-06-12 Ahmad Atamli-Reineh , Andrew Martin

Side-channel attacks that use machine learning (ML) for signal analysis have become prominent threats to computer security, as ML models easily find patterns in signals. To address this problem, this paper explores using Adversarial Machine…

Cryptography and Security · Computer Science 2023-10-17 Hyoungwook Nam , Raghavendra Pradyumna Pothukuchi , Bo Li , Nam Sung Kim , Josep Torrellas

Research on transient execution attacks including Spectre and Meltdown showed that exception or branch misprediction events might leave secret-dependent traces in the CPU's microarchitectural state. This observation led to a proliferation…

Intel SGX has been a popular trusted execution environment (TEE) for protecting the integrity and confidentiality of applications running on untrusted platforms such as cloud. However, the access patterns of SGX-based programs can still be…

Cryptography and Security · Computer Science 2020-09-09 A K M Mubashwir Alam , Sagar Sharma , Keke Chen

Since its debut, SGX has been used in many applications, e.g., secure data processing. However, previous systems usually assume a trusted enclave and ignore the security issues caused by an untrusted enclave. For instance, a vulnerable (or…

Cryptography and Security · Computer Science 2020-10-26 Yuan Chen , Jiaqi Li , Guorui Xu , Yajin Zhou , Zhi Wang , Cong Wang , Kui Ren

With the recent advancements in machine learning theory, many commercial embedded micro-processors use neural network models for a variety of signal processing applications. However, their associated side-channel security vulnerabilities…

Cryptography and Security · Computer Science 2021-03-30 Saurav Maji , Utsav Banerjee , Anantha P. Chandrakasan

Recently, a number of existing blockchain systems have witnessed major bugs and vulnerabilities within smart contracts. Although the literature features a number of proposals for securing smart contracts, these proposals mostly focus on…

Cryptography and Security · Computer Science 2018-12-17 Michael Rodler , Wenting Li , Ghassan O. Karame , Lucas Davi

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…

Cryptography and Security · Computer Science 2025-12-23 Nuntipat Narkthong , Xiaolin Xu

Timing channels are a significant and growing security threat in computer systems, with no established solution. We have recently argued that the OS must provide time protection, in analogy to the established memory protection, to protect…

Operating Systems · Computer Science 2019-01-25 Gernot Heiser , Gerwin Klein , Toby Murray

With high-stakes machine learning applications increasingly moving to untrusted end-user or cloud environments, safeguarding pre-trained model parameters becomes essential for protecting intellectual property and user privacy. Recent…

Cryptography and Security · Computer Science 2025-10-06 Jesse Spielman , David Oswald , Mark Ryan , Jo Van Bulck

Traditionally, power side-channel analysis requires physical access to the target device, as well as specialized devices to measure the power consumption with enough precision. Recently research has shown that on x86 platforms, on-chip…

Cryptography and Security · Computer Science 2024-10-08 Nikhil Chawla , Chen Liu , Abhishek Chakraborty , Igor Chervatyuk , Ke Sun , Thais Moreira Hamasaki , Henrique Kawakami

Trusted Platform Modules constitute an integral building block of modern security features. Moreover, as Windows 11 made a TPM 2.0 mandatory, they are subject to an ever-increasing academic challenge. While discrete TPMs - as found in…

Cryptography and Security · Computer Science 2023-05-03 Hans Niklas Jacob , Christian Werling , Robert Buhren , Jean-Pierre Seifert

We present \texttt{secml}, an open-source Python library for secure and explainable machine learning. It implements the most popular attacks against machine learning, including test-time evasion attacks to generate adversarial examples…

Machine Learning · Computer Science 2022-05-16 Maura Pintor , Luca Demetrio , Angelo Sotgiu , Marco Melis , Ambra Demontis , Battista Biggio

The recent Meltdown and Spectre attacks highlight the importance of automated verification techniques for identifying hardware security vulnerabilities. We have developed a tool for synthesizing microarchitecture-specific programs capable…

Cryptography and Security · Computer Science 2018-02-13 Caroline Trippel , Daniel Lustig , Margaret Martonosi

Modern malware and spyware platforms attack existing antivirus solutions and even Microsoft PatchGuard. To protect users and business systems new technologies developed by Intel and AMD CPUs may be applied. To deal with the new malware we…

Cryptography and Security · Computer Science 2017-05-22 Igor Korkin , Satoshi Tanda

Numerous previous works have studied deep learning algorithms applied in the context of side-channel attacks, which demonstrated the ability to perform successful key recoveries. These studies show that modern cryptographic devices are…

Cryptography and Security · Computer Science 2024-01-18 Ruizhe Gu , Ping Wang , Mengce Zheng , Honggang Hu , Nenghai Yu

Enforcing integrity and confidentiality of users' application code and data is a challenging mission that any software developer working on an online production grade service is facing. Since cryptology is not a widely understood subject,…

Cryptography and Security · Computer Science 2018-04-04 Mohammad Hasanzadeh Mofrad , Adam Lee

Since the advent of Spectre attacks, researchers and practitioners have developed a range of hardware and software measures to counter transient execution attacks. A prime example of such mitigation is speculative load hardening in LLVM,…

Cryptography and Security · Computer Science 2023-12-18 Tiziano Marinaro , Pablo Buiras , Andreas Lindner , Roberto Guanciale , Hamed Nemati

Large Language Models (LLMs) are vulnerable to adversarial attacks that bypass safety guidelines and generate harmful content. Mitigating these vulnerabilities requires defense mechanisms that are both robust and computationally efficient.…

Machine Learning · Computer Science 2025-11-18 Gil Goren , Shahar Katz , Lior Wolf

Network slicing in 5G and the future 6G networks will enable the creation of multiple virtualized networks on a shared physical infrastructure. This innovative approach enables the provision of tailored networks to accommodate specific…

Cryptography and Security · Computer Science 2024-09-18 Wei Shao , Chandra Thapa , Rayne Holland , Sarah Ali Siddiqui , Seyit Camtepe
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