RowHammer: A Retrospective
By Onur Mutlu, Jeremie S. Kim. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2019
297 citations recorded by the source corpus.
This retrospective paper describes the RowHammer problem in dynamic random access memory (DRAM), which was initially introduced by Kim et al. at the ISCA 2014 Conference. RowHammer is a prime (and perhaps the first) example of how a circuit-level failure mechanism can cause a practical and widespread system security vulnerability. It is the phenomenon that repeatedly accessing a row in a modern DRAM chip causes bit flips in physically adjacent rows at consistently predictable bit locations. RowHammer is caused by a hardware failure mechanism called DRAM disturbance errors, which is a manifestation of circuit-level cell-to-cell interference in a scaled memory technology. Researchers from Google Project Zero demonstrated in 2015 that this hardware failure mechanism can be effectively exploited by user-level programs to gain kernel privileges on real systems. Many other follow-up works demonstrated other practical attacks exploiting RowHammer. In this paper, we comprehensively survey the scientific literature on RowHammer-based attacks as well as mitigation techniques to prevent RowHammer. We also discuss what other related vulnerabilities may be lurking in DRAM and other types of memories, e.g., NAND flash memory or phase change memory, that can potentially threaten the foundations of secure systems, as the memory technologies scale to higher densities. We conclude by describing and advocating a principled approach to memory reliability and security research that can enable us to better anticipate and prevent such vulnerabilities.
Subfields: Artificial Intelligence, Electrical and Electronic Engineering, Hardware and Architecture
View Paper: https://www.semanticscholar.org/paper/f835e54450463440d0f9e21b1c1874db086fc44c
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Artificial Intelligence
- Herbert Bos
- Onur Mutlu
- Cristiano Giuffrida
- Kaveh Razavi
- Victor van der Veen
- Craig Gidney
- Martin Ekerå
In Electrical and Electronic Engineering
In Hardware and Architecture
- Hasan Hassan
- Herbert Bos
- Onur Mutlu
- Yoongu Kim
- Jeremie S. Kim
- Saugata Ghose
- Mahmut Taylan Kandemir
- Rachata Ausavarungnirun
Citations in the corpus
- Retrospective: Flipping Bits in Memory Without Accessing Them: An Experimental Study of DRAM Disturbance Errors (2023, unknown): “Tens of works (see [13, 14]) built directly on our work to exploit RowHammer bitflips to develop many attacks that compromise system integrity and confidentiality, starting from the first RowHammer exploit by Google Project Zero in 2015 [16, 17] to recent works in 2022-2023 (e.g., [18, 19]).”
- TRRespass: Exploiting the Many Sides of Target Row Refresh (2020, background): “Within only five years since its discovery, exploits based on the RowHammer vulnerability [51] have spread to almost every type of computing system [71], [72].”