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Modern architecture research relies on simulators to evaluate system security, yet analyzing emerging hardware vulnerabilities like RowHammer requires full-system visibility. As RowHammer vulnerabilities worsen with continuous technology…

Cryptography and Security · Computer Science 2026-05-28 Kaustav Goswami , Ayaz Akram , Hari Venugopalan , Jason Lowe-Power

RowHammer stands out as a prominent example, potentially the pioneering one, showcasing how a failure mechanism at the circuit level can give rise to a significant and pervasive security vulnerability within systems. Prior research has…

Cryptography and Security · Computer Science 2024-04-30 Ranyang Zhou , Jacqueline T. Liu , Nakul Kochar , Sabbir Ahmed , Adnan Siraj Rakin , Shaahin Angizi

We will discuss the RowHammer problem in DRAM, which is a prime (and likely the first) example of how a circuit-level failure mechanism in Dynamic Random Access Memory (DRAM) can cause a practical and widespread system security…

Cryptography and Security · Computer Science 2019-03-28 Onur Mutlu

In order to shed more light on how RowHammer affects modern and future devices at the circuit-level, we first present an experimental characterization of RowHammer on 1580 DRAM chips (408x DDR3, 652x DDR4, and 520x LPDDR4) from 300 DRAM…

Hardware Architecture · Computer Science 2020-06-01 Jeremie S. Kim , Minesh Patel , A. Giray Yaglikci , Hasan Hassan , Roknoddin Azizi , Lois Orosa , Onur Mutlu

RowHammer is a circuit-level DRAM vulnerability where repeatedly accessing (i.e., hammering) a DRAM row can cause bit flips in physically nearby rows. The RowHammer vulnerability worsens as DRAM cell size and cell-to-cell spacing shrink.…

Cryptography and Security · Computer Science 2021-10-22 Lois Orosa , Abdullah Giray Yağlıkçı , Haocong Luo , Ataberk Olgun , Jisung Park , Hasan Hassan , Minesh Patel , Jeremie S. Kim , Onur Mutlu

Our ISCA 2014 paper provided the first scientific and detailed characterization, analysis, and real-system demonstration of what is now popularly known as the RowHammer phenomenon (or vulnerability) in modern commodity DRAM chips, which are…

Cryptography and Security · Computer Science 2023-06-29 Onur Mutlu

Rowhammer is a hardware security vulnerability at the heart of every system with modern DRAM-based memory. Despite its discovery a decade ago, comprehensive defenses remain elusive, while the probability of successful attacks grows with…

Cryptography and Security · Computer Science 2024-09-25 Anish Saxena , Walter Wang , Alexandros Daglis

This dissertation rigorously characterizes many modern commodity DRAM devices and shows that by exploiting DRAM access timing margins within manufacturer-recommended DRAM timing specifications, we can significantly improve system…

Hardware Architecture · Computer Science 2021-09-30 Jeremie S. Kim

After years of development, FPGAs are finally making an appearance on multi-tenant cloud servers. These heterogeneous FPGA-CPU architectures break common assumptions about isolation and security boundaries. Since the FPGA and CPU…

Cryptography and Security · Computer Science 2023-02-20 Zane Weissman , Thore Tiemann , Daniel Moghimi , Evan Custodio , Thomas Eisenbarth , Berk Sunar

Recent advancements in side-channel attacks have revealed the vulnerability of modern Deep Neural Networks (DNNs) to malicious adversarial weight attacks. The well-studied RowHammer attack has effectively compromised DNN performance by…

Hardware Architecture · Computer Science 2024-12-04 Ranyang Zhou , Jacqueline T. Liu , Sabbir Ahmed , Shaahin Angizi , Adnan Siraj Rakin

The rowhammer bug allows an attacker to gain privilege escalation or steal private data. A key requirement of all existing rowhammer attacks is that an attacker must have access to at least part of an exploitable hammer row. We refer to…

Cryptography and Security · Computer Science 2020-07-31 Zhi Zhang , Yueqiang Cheng , Dongxi Liu , Surya Nepal , Zhi Wang

This paper challenges the existing victim-focused counter-based RowHammer detection mechanisms by experimentally demonstrating a novel multi-sided fault injection attack technique called Threshold Breaker. This mechanism can effectively…

Hardware Architecture · Computer Science 2023-11-29 Ranyang Zhou , Jacqueline Liu , Sabbir Ahmed , Nakul Kochar , Adnan Siraj Rakin , Shaahin Angizi

Rowhammer has drawn much attention from both academia and industry in the past years as rowhammer exploitation poses severe consequences to system security. Since the first comprehensive study of rowhammer in 2014, a number of rowhammer…

Cryptography and Security · Computer Science 2024-05-02 Zhi Zhang , Decheng Chen , Jiahao Qi , Yueqiang Cheng , Shijie Jiang , Yiyang Lin , Yansong Gao , Surya Nepal , Yi Zou , Jiliang Zhang , Yang Xiang

In the past decade, many vulnerabilities were discovered in microarchitectures which yielded attack vectors and motivated the study of countermeasures. Further, architectural and physical imperfections in DRAMs led to the discovery of…

Cryptography and Security · Computer Science 2024-04-15 Andrew J. Adiletta , M. Caner Tol , Yarkın Doröz , Berk Sunar

Security of machine learning is increasingly becoming a major concern due to the ubiquitous deployment of deep learning in many security-sensitive domains. Many prior studies have shown external attacks such as adversarial examples that…

Cryptography and Security · Computer Science 2020-04-01 Fan Yao , Adnan Siraj Rakin , Deliang Fan

The Rowhammer vulnerability poses an increasing challenge with newer generations of DRAM and aggressive technology scaling. Existing mitigation techniques, such as Graphene, Twice, and Hydra, primarily rely on tracking activation counts for…

Cryptography and Security · Computer Science 2026-04-28 Lavi Jain , Venkata Kalyan Tavva

Rowhammer is a serious security problem of contemporary dynamic random-access memory (DRAM) where reads or writes of bits can flip other bits. DRAM manufacturers add mitigations, but don't disclose details, making it difficult for customers…

Cryptography and Security · Computer Science 2022-12-01 Amir Naseredini , Martin Berger , Matteo Sammartino , Shale Xiong

DRAM is the primary technology used for main memory in modern systems. Unfortunately, as DRAM scales down to smaller technology nodes, it faces key challenges in both data integrity and latency, which strongly affect overall system…

Hardware Architecture · Computer Science 2023-03-15 Hasan Hassan

A fundamental assumption in software security is that a memory location can only be modified by processes that may write to this memory location. However, a recent study has shown that parasitic effects in DRAM can change the content of a…

Cryptography and Security · Computer Science 2016-04-06 Daniel Gruss , Clémentine Maurice , Stefan Mangard

As process technology scales down to smaller dimensions, DRAM chips become more vulnerable to disturbance, a phenomenon in which different DRAM cells interfere with each other's operation. For the first time in academic literature, our ISCA…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-03-03 Yoongu Kim , Ross Daly , Jeremie Kim , Chris Fallin , Ji Hye Lee , Donghyuk Lee , Chris Wilkerson , Konrad Lai , Onur Mutlu