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We introduce the first microarchitectural side channel attacks that leverage contention on the CPU ring interconnect. There are two challenges that make it uniquely difficult to exploit this channel. First, little is known about the ring…

密码学与安全 · 计算机科学 2021-03-08 Riccardo Paccagnella , Licheng Luo , Christopher W. Fletcher

Existing speculative execution attacks are limited to breaching confidentiality of data beyond privilege boundary, the so-called spectre-type attacks. All of them utilize the changes in microarchitectural buffers made by the speculative…

密码学与安全 · 计算机科学 2022-01-19 Zhi Zhang , Yueqiang Cheng , Surya Nepal

We demonstrate the presence of a novel scheduler side-channel in preemptive, fixed-priority real-time systems (RTS); examples of such systems can be found in automotive systems, avionic systems, power plants and industrial control systems…

密码学与安全 · 计算机科学 2019-05-10 Chien-Ying Chen , Sibin Mohan , Rodolfo Pellizzoni , Rakesh B. Bobba , Negar Kiyavash

Deep networks allow to obtain outstanding results in semantic segmentation, however they need to be trained in a single shot with a large amount of data. Continual learning settings where new classes are learned in incremental steps and…

计算机视觉与模式识别 · 计算机科学 2021-09-21 Andrea Maracani , Umberto Michieli , Marco Toldo , Pietro Zanuttigh

Recently, speculative decoding (SD) has emerged as a promising technique to accelerate LLM inference by employing a small draft model to propose draft tokens in advance, and validating them in parallel with the large target model. However,…

分布式、并行与集群计算 · 计算机科学 2026-04-15 Yuhao Shen , Junyi Shen , Quan Kong , Tianyu Liu , Yao Lu , Cong Wang

We introduce a new timing side-channel attack on Intel CPU processors. Our Frontal attack exploits timing differences that arise from how the CPU frontend fetches and processes instructions while being interrupted. In particular, we observe…

密码学与安全 · 计算机科学 2021-06-08 Ivan Puddu , Moritz Schneider , Miro Haller , Srdjan Čapkun

Catastrophic forgetting of previous knowledge is a critical issue in continual learning typically handled through various regularization strategies. However, existing methods struggle especially when several incremental steps are performed.…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Chang Liu , Giulia Rizzoli , Francesco Barbato , Andrea Maracani , Marco Toldo , Umberto Michieli , Yi Niu , Pietro Zanuttigh

Learning a sequence of tasks without access to i.i.d. observations is a widely studied form of continual learning (CL) that remains challenging. In principle, Bayesian learning directly applies to this setting, since recursive and one-off…

Timing side channels pose a significant threat to the security and privacy of software applications. We propose an approach for mitigating this problem by decreasing the strength of the side channels as measured by entropy-based objectives,…

密码学与安全 · 计算机科学 2019-06-24 Saeid Tizpaz-Niari , Pavol Cerny , Ashutosh Trivedi

A new class of vulnerabilities related to speculative and out-of-order execution, fault-injection, and microarchitectural side channels rose to attention in 2018. The techniques behind the transient execution vulnerabilities were not new,…

密码学与安全 · 计算机科学 2023-09-08 Allison Randal

Security can be seen as an optimisation objective in NoC resource management, and as such poses trade-offs against other objectives such as real-time schedulability. In this paper, we show how to increase NoC resilience against a concrete…

分布式、并行与集群计算 · 计算机科学 2016-07-13 Leandro Soares Indrusiak , James Harbin , Martha Johanna Sepulveda

We present a new hardware-agnostic side-channel attack that targets one of the most fundamental software caches in modern computer systems: the operating system page cache. The page cache is a pure software cache that contains all…

密码学与安全 · 计算机科学 2019-01-07 Daniel Gruss , Erik Kraft , Trishita Tiwari , Michael Schwarz , Ari Trachtenberg , Jason Hennessey , Alex Ionescu , Anders Fogh

In this paper, we propose Skip-Plan, a condensed action space learning method for procedure planning in instructional videos. Current procedure planning methods all stick to the state-action pair prediction at every timestep and generate…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Zhiheng Li , Wenjia Geng , Muheng Li , Lei Chen , Yansong Tang , Jiwen Lu , Jie Zhou

To defeat side-channel attacks, many recent countermeasures work by enforcing random run-time variability to the target computing platform in terms of clock jitters, frequency and voltage scaling, and phase shift, also combining the…

密码学与安全 · 计算机科学 2024-09-17 Davide Galli , Adriano Guarisco , William Fornaciari , Matteo Matteucci , Davide Zoni

Speculative decoding has become a widely adopted technique for accelerating large language model (LLM) inference by drafting multiple candidate tokens and verifying them with a target model in parallel. Its efficiency, however, critically…

计算与语言 · 计算机科学 2026-05-19 Shuoyang Sun , Chang Dai , Hao Fang , Kuofeng Gao , Xinhao Zhong , Yi Sun , Fan Mo , Shu-Tao Xia , Bin Chen

Microarchitectural timing channels are a major threat to computer security. A set of OS mechanisms called time protection was recently proposed as a principled way of preventing information leakage through such channels and prototyped in…

操作系统 · 计算机科学 2023-10-27 Scott Buckley , Robert Sison , Nils Wistoff , Curtis Millar , Toby Murray , Gerwin Klein , Gernot Heiser

There has been a plethora of microarchitectural-level attacks leading to many proposed countermeasures. This has created an unexpected and unaddressed security issue where naive integration of those defenses can potentially lead to security…

密码学与安全 · 计算机科学 2026-01-09 Kartik Ramkrishnan , Stephen McCamant , Antonia Zhai , Pen-Chung Yew

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…

密码学与安全 · 计算机科学 2021-09-10 Sam Ainsworth

There is a long history of side channels in the memory hierarchy of modern CPUs. Especially the cache side channel is widely used in the context of transient execution attacks and covert channels. Therefore, many secure cache architectures…

密码学与安全 · 计算机科学 2022-09-07 Jan Philipp Thoma , Tim Güneysu

Model extraction attacks have been widely applied, which can normally be used to recover confidential parameters of neural networks for multiple layers. Recently, side-channel analysis of neural networks allows parameter extraction even for…

密码学与安全 · 计算机科学 2023-04-03 Jakub Breier , Dirmanto Jap , Xiaolu Hou , Shivam Bhasin