Rendered insecure: GPU side channel attacks are practical

H Naghibijouybari, A Neupane, Z Qian… - Proceedings of the …, 2018 - dl.acm.org
Graphics Processing Units (GPUs) are commonly integrated with computing devices to
enhance the performance and capabilities of graphical workloads. In addition, they are …

Leaky dnn: Stealing deep-learning model secret with gpu context-switching side-channel

J Wei, Y Zhang, Z Zhou, Z Li… - 2020 50th Annual IEEE …, 2020 - ieeexplore.ieee.org
Machine learning has been attracting strong interests in recent years. Numerous companies
have invested great efforts and resources to develop customized deep-learning models …

Grand pwning unit: Accelerating microarchitectural attacks with the GPU

P Frigo, C Giuffrida, H Bos… - 2018 ieee symposium on …, 2018 - ieeexplore.ieee.org
Dark silicon is pushing processor vendors to add more specialized units such as
accelerators to commodity processor chips. Unfortunately this is done without enough care …

Microarchitectural attacks in heterogeneous systems: A survey

H Naghibijouybari, EM Koruyeh… - ACM Computing …, 2022 - dl.acm.org
With the increasing proliferation of hardware accelerators and the predicted continued
increase in the heterogeneity of future computing systems, it is necessary to understand the …

Visor:{Privacy-Preserving} video analytics as a cloud service

R Poddar, G Ananthanarayanan, S Setty… - 29th USENIX Security …, 2020 - usenix.org
Video-analytics-as-a-service is becoming an important offering for cloud providers. A key
concern in such services is privacy of the videos being analyzed. While trusted execution …

Speccfi: Mitigating spectre attacks using cfi informed speculation

EM Koruyeh, SHA Shirazi… - … IEEE Symposium on …, 2020 - ieeexplore.ieee.org
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 …

A Review on Network Covert Channel Construction and Attack Detection

MA Khadse, DM Dakhane - Concurrency and Computation …, 2025 - Wiley Online Library
ABSTRACT A covert network channel is a communication channel in which the message is
secretly transmitted to the recipient. Sometimes, covert network channels are vulnerable to …

T unne L s for B ootlegging: Fully Reverse-Engineering GPU TLBs for Challenging Isolation Guarantees of NVIDIA MIG

Z Zhang, T Allen, F Yao, X Gao, R Ge - Proceedings of the 2023 ACM …, 2023 - dl.acm.org
Recent studies have revealed much detailed information about the translation lookaside
buffers (TLBs) of modern CPUs, but we find that many properties of such components in …

{SecSMT}: Securing {SMT} processors against {Contention-Based} covert channels

M Taram, X Ren, A Venkat, D Tullsen - 31st USENIX Security Symposium …, 2022 - usenix.org
This paper presents the first comprehensive analysis of contention-based security
vulnerabilities in a high-performance simultaneous mulithreaded (SMT) processor. It …

Graphics pee** unit: Exploiting em side-channel information of gpus to eavesdrop on your neighbors

Z Zhan, Z Zhang, S Liang, F Yao… - 2022 IEEE Symposium …, 2022 - ieeexplore.ieee.org
As the popularity of graphics processing units (GPUs) grows rapidly in recent years, it
becomes very critical to study and understand the security implications imposed by them. In …