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Out-of-order speculation, a technique ubiquitous since the early 1990s, remains a fundamental security flaw. Via attacks such as Spectre and Meltdown, an attacker can trick a victim, in an otherwise entirely correct program, into leaking…

Cryptography and Security · Computer Science 2021-09-10 Sam Ainsworth

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

Since the advent of SPECTRE, a number of countermeasures have been proposed and deployed. Rigorously reasoning about their effectiveness, however, requires a well-defined notion of security against speculative execution attacks, which has…

Cryptography and Security · Computer Science 2019-07-25 Marco Guarnieri , Boris Köpf , José F. Morales , Jan Reineke , Andrés Sánchez

Since autonomous coding agents generate complex behaviors at high-volume, we may want to use other LLMs to monitor actions to reduce the risk from dangerous misaligned behavior. To better understand the limitations of such monitors against…

Cryptography and Security · Computer Science 2026-05-20 Elle Najt , Colin Toft , Tyler Tracy , Fabien Roger , Joe Benton

Microarchitectural side channel attacks have been very prominent in security research over the last few years. Caches have been an outstanding covert channel, as they provide high resolution and generic cross-core leakage even with simple…

Cryptography and Security · Computer Science 2020-08-28 Samira Briongos , Ida Bruhns , Pedro Malagón , Thomas Eisenbarth , José M. Moya

We propose ProSpeCT, a generic formal processor model providing provably secure speculation for the constant-time policy. For constant-time programs under a non-speculative semantics, ProSpeCT guarantees that speculative and out-of-order…

Cryptography and Security · Computer Science 2023-08-14 Lesly-Ann Daniel , Marton Bognar , Job Noorman , Sébastien Bardin , Tamara Rezk , Frank Piessens

It has recently been shown that adversarial attacks on large language models (LLMs) can "jailbreak" the model into making harmful statements. In this work, we argue that the spectrum of adversarial attacks on LLMs is much larger than merely…

Machine Learning · Computer Science 2024-02-22 Jonas Geiping , Alex Stein , Manli Shu , Khalid Saifullah , Yuxin Wen , Tom Goldstein

Nowadays, in operating systems, numerous protection mechanisms prevent or limit the user-mode applicationsto access the kernels internal information. This is regularlycarried out by software-based defenses such as Address Space Layout…

Cryptography and Security · Computer Science 2021-04-23 Mohammad Sina Karvandi , Saleh Khalaj Monfared , Mohammad Sina Kiarostami , Dara Rahmati , Saeid Gorgin

Graphic Processing Units (GPUs) have transcended their traditional use-case of rendering graphics and nowadays also serve as a powerful platform for accelerating ubiquitous, non-graphical rendering tasks. One prominent task is inference of…

Cryptography and Security · Computer Science 2024-01-18 Frederik Dermot Pustelnik , Xhani Marvin Saß , Jean-Pierre Seifert

Protecting users' privacy over the Internet is of great importance; however, it becomes harder and harder to maintain due to the increasing complexity of network protocols and components. Therefore, investigating and understanding how data…

Networking and Internet Architecture · Computer Science 2021-09-14 Mahdi Jafari Siavoshani , Amir Hossein Khajepour , Amirmohammad Ziaei , Amir Ali Gatmiri , Ali Taheri

TLS protocol is an essential part of secure Internet communication. In past, many attacks have been identified on the protocol. Most of these attacks are due to flaws in protocol implementation. The flaws are due to improper design and…

Networking and Internet Architecture · Computer Science 2019-02-21 Tarun Yadav , Koustav Sadhukhan

Hardware caches are essential performance optimization features in modern processors to reduce the effective memory access time. Unfortunately, they are also the prime targets for attacks on computer processors because they are…

Cryptography and Security · Computer Science 2023-06-06 Guangyuan Hu , Ruby B. Lee

Spectre attacks enable an attacker to access restricted data in an application's memory. Both the academic community and industry veterans have developed several mitigations to block Spectre attacks, but to date, very few have been formally…

Cryptography and Security · Computer Science 2022-08-03 Sunjay Cauligi , Marco Guarnieri , Daniel Moghimi , Deian Stefan , Marco Vassena

Graph edge perturbations are dedicated to damaging the prediction of graph neural networks by modifying the graph structure. Previous gray-box attackers employ gradients from the surrogate model to locate the vulnerable edges to perturb the…

Cryptography and Security · Computer Science 2022-09-12 Zihan Liu , Yun Luo , Lirong Wu , Siyuan Li , Zicheng Liu , Stan Z. Li

Modern out-of-order processors face speculative execution attacks. Despite various proposed software and hardware mitigations to prevent such attacks, new attacks keep arising from unknown vulnerabilities. Thus, a formal and rigorous…

Hardware Architecture · Computer Science 2024-07-18 Qinhan Tan , Yuheng Yang , Thomas Bourgeat , Sharad Malik , Mengjia Yan

Split learning (SL) has been proposed to train deep learning models in a decentralized manner. For decentralized healthcare applications with vertical data partitioning, SL can be beneficial as it allows institutes with complementary…

Computer Vision and Pattern Recognition · Computer Science 2022-09-28 Holger R. Roth , Ali Hatamizadeh , Ziyue Xu , Can Zhao , Wenqi Li , Andriy Myronenko , Daguang Xu

As machine learning models become increasingly deployed across the edge of internet of things environments, a partitioned deep learning paradigm in which models are split across multiple computational nodes introduces a new dimension of…

Machine Learning · Computer Science 2025-07-11 Giulio Rossolini , Fabio Brau , Alessandro Biondi , Battista Biggio , Giorgio Buttazzo

Existing techniques used for intrusion detection do not fully utilize the intrinsic properties of embedded systems. In this paper, we propose a lightweight method for detecting anomalous executions using a distribution of system call…

Cryptography and Security · Computer Science 2015-08-04 Man-Ki Yoon , Sibin Mohan , Jaesik Choi , Mihai Christodorescu , Lui Sha

Intel software guard extensions (SGX) aims to provide an isolated execution environment, known as an enclave, for a user-level process to maximize its confidentiality and integrity. In this paper, we study how uninitialized data inside a…

Cryptography and Security · Computer Science 2017-10-26 Sangho Lee , Taesoo Kim

Logic locking aims to prevent intellectual property (IP) piracy and unauthorized overproduction of integrated circuits (ICs). However, initial logic locking techniques were vulnerable to the Boolean satisfiability (SAT)-based attacks. In…

Cryptography and Security · Computer Science 2021-11-16 Lilas Alrahis , Satwik Patnaik , Muhammad Abdullah Hanif , Muhammad Shafique , Ozgur Sinanoglu