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We propose using reinforcement learning to address the challenges of discovering microarchitectural vulnerabilities, such as Spectre and Meltdown, which exploit subtle interactions in modern processors. Traditional methods like random…

Cryptography and Security · Computer Science 2025-02-21 M. Caner Tol , Kemal Derya , Berk Sunar

Spectre and Meltdown attacks and their variants exploit hardware performance optimization features to cause security breaches. Secret information is accessed and leaked through covert or side channels. New attack variants keep appearing and…

Cryptography and Security · Computer Science 2020-12-24 Zecheng He , Guangyuan Hu , Ruby 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

Transient execution attacks utilize micro-architectural covert channels to leak secrets that should not have been accessible during logical program execution. Commonly used micro-architectural covert channels are those that leave lasting…

Cryptography and Security · Computer Science 2020-06-24 Jacob Fustos , Michael Bechtel , Heechul Yun

Speculative execution enhances processor performance by predicting intermediate results and executing instructions based on these predictions. However, incorrect predictions can lead to security vulnerabilities, as speculative instructions…

Cryptography and Security · Computer Science 2026-04-01 Xaver Fabian , Marco Guarnieri , Boris Köpf , Jose F. Morales , Marco Patrignani , Jan Reineke , Andres Sanchez

Modern microarchitectures incorporate optimization techniques such as speculative loads and store forwarding to improve the memory bottleneck. The processor executes the load speculatively before the stores, and forwards the data of a…

Cryptography and Security · Computer Science 2019-06-04 Saad Islam , Ahmad Moghimi , Ida Bruhns , Moritz Krebbel , Berk Gulmezoglu , Thomas Eisenbarth , Berk Sunar

This paper presents SgxPectre Attacks that exploit the recently disclosed CPU bugs to subvert the confidentiality and integrity of SGX enclaves. Particularly, we show that when branch prediction of the enclave code can be influenced by…

Cryptography and Security · Computer Science 2019-09-12 Guoxing Chen , Sanchuan Chen , Yuan Xiao , Yinqian Zhang , Zhiqiang Lin , Ten H. Lai

Reasoning about correctness and security of software is increasingly difficult due to the complexity of modern microarchitectural features such as out-of-order execution. A class of security vulnerabilities termed Spectre that exploits side…

Programming Languages · Computer Science 2020-04-02 Robert J. Colvin , Kirsten Winter

Speculative execution attacks leverage the speculative and out-of-order execution features in modern computer processors to access secret data or execute code that should not be executed. Secret information can then be leaked through a…

Cryptography and Security · Computer Science 2023-02-03 Guangyuan Hu , Zecheng He , Ruby Lee

To improve the overall performance of processors, computer architects use various performance optimization techniques in modern processors, such as speculative execution, branch prediction, and chaotic execution. Both now and in the future,…

Cryptography and Security · Computer Science 2022-08-31 Zhongkai Tong , Ziyuan Zhu , Yusha Zhang , Yuxin Liu , Dan Meng

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…

Spectre attacks disclosed in early 2018 expose data leakage scenarios via cache side channels. Specifically, speculatively executed paths due to branch mis-prediction may bring secret data into the cache which are then exposed via cache…

Cryptography and Security · Computer Science 2020-05-26 Guanhua Wang , Sudipta Chattopadhyay , Arnab Kumar Biswas , Tulika Mitra , Abhik Roychoudhury

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

Modern microprocessors depend on speculative execution, creating vulnerabilities that enable transient execution attacks. Prior defenses target speculative data leakage but overlook false dependencies from partial address aliasing, where…

Cryptography and Security · Computer Science 2026-01-30 Gayathri Subramanian , Girinath P , Nitya Ranganathan , Kamakoti Veezhinathan , Gopalakrishnan Srinivasan

This paper introduces Okapi, a new hardware/software cross-layer architecture designed to mitigate Transient Execution Side Channel attacks, including Spectre variants, in modern computing systems. Okapi provides a hardware basis for secure…

In the last two decades, the evolving cyber-threat landscape has brought to center stage the contentious tradeoffs between the security and performance of modern microprocessors. The guarantees provided by the hardware to ensure no…

Cryptography and Security · Computer Science 2023-05-26 Nikhilesh Singh , Vinod Ganesan , Chester Rebeiro

The efficacy of address space layout randomization has been formally demonstrated in a shared-memory model by Abadi et al., contingent on specific assumptions about victim programs. However, modern operating systems, implementing layout…

Cryptography and Security · Computer Science 2025-04-14 Davide Davoli , Martin Avanzini , Tamara Rezk

SpecFuzz is the first tool that enables dynamic testing for speculative execution vulnerabilities (e.g., Spectre). The key is a novel concept of speculation exposure: The program is instrumented to simulate speculative execution in software…

Cryptography and Security · Computer Science 2020-03-11 Oleksii Oleksenko , Bohdan Trach , Mark Silberstein , Christof Fetzer

A recent discovery of a new class of microarchitectural attacks called Spectre picked up the attention of the security community as these attacks can circumvent many traditional mechanisms of defense. One of the attacks---Bounds Check…

Cryptography and Security · Computer Science 2018-10-11 Oleksii Oleksenko , Bohdan Trach , Tobias Reiher , Mark Silberstein , Christof Fetzer

Mainstream compilers implement different countermeasures to prevent specific classes of speculative execution attacks. Unfortunately, these countermeasures either lack formal guarantees or come with proofs restricted to speculative…

Programming Languages · Computer Science 2025-03-06 Xaver Fabian , Marco Patrignani , Marco Guarnieri , Michael Backes