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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 poses a significant security challenge for modern computers, specifically affecting Dynamic Random Access Memory(DRAM). Given society's growing reliance on computer systems, ensuring the reliability of hardware is of utmost…

Cryptography and Security · Computer Science 2023-10-12 Amir Naseredini

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~\cite{rowhammer-isca2014}. RowHammer is a prime (and perhaps the…

Cryptography and Security · Computer Science 2019-04-23 Onur Mutlu , Jeremie S. Kim

RowHammer is a major read disturbance mechanism in DRAM where repeatedly accessing (hammering) a row of DRAM cells (DRAM row) induces bitflips in other physically nearby DRAM rows. RowHammer solutions perform preventive actions (e.g.,…

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

Aggressive memory density scaling causes modern DRAM devices to suffer from RowHammer, a phenomenon where rapidly activating a DRAM row can cause bit-flips in physically-nearby rows. Recent studies demonstrate that modern DRAM chips,…

We provide an overview of recent developments and future directions in the RowHammer vulnerability that plagues modern DRAM (Dynamic Random Memory Access) chips, which are used in almost all computing systems as main memory. RowHammer is…

Cryptography and Security · Computer Science 2023-02-06 Onur Mutlu , Ataberk Olgun , A. Giray Yağlıkçı

RowHammer is a major read disturbance mechanism in DRAM where repeatedly accessing (hammering) a row of DRAM cells (DRAM row) induces bitflips in physically nearby DRAM rows (victim rows). To ensure robust DRAM operation, state-of-the-art…

The demand for accurate information about the internal structure and characteristics of dynamic random-access memory (DRAM) has been on the rise. Recent studies have explored the structure and characteristics of DRAM to improve processing…

Cryptography and Security · Computer Science 2023-08-15 Hwayong Nam , Seungmin Baek , Minbok Wi , Michael Jaemin Kim , Jaehyun Park , Chihun Song , Nam Sung Kim , Jung Ho Ahn

Inter-VM RowHammer is an attack that induces a bitflip beyond the boundaries of virtual machines (VMs) to compromise a VM from another, and some software-based techniques have been proposed to mitigate this attack. Evaluating these…

Cryptography and Security · Computer Science 2025-06-10 Hidemasa Kawasaki , Soramichi Akiyama

As memory scales down to smaller technology nodes, new failure mechanisms emerge that threaten its correct operation. If such failure mechanisms are not anticipated and corrected, they can not only degrade system reliability and…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-03-03 Onur Mutlu

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

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

Rowhammer is a well-studied DRAM phenomenon wherein multiple activations to a given row can cause bit flips in adjacent rows. Many mitigation techniques have been introduced to address Rowhammer, with some support being incorporated into…

Hardware Architecture · Computer Science 2026-02-17 Maccoy Merrell , Daniel Puckett , Gino Chacon , Jeffrey Stuecheli , Stavros Kalafatis , Paul V. Gratz

Rowhammer is a read disturbance vulnerability in modern DRAM that causes bit-flips, compromising security and reliability. While extensively studied on Intel and AMD CPUs with DDR and LPDDR memories, its impact on GPUs using GDDR memories,…

Cryptography and Security · Computer Science 2025-07-14 Chris S. Lin , Joyce Qu , Gururaj Saileshwar

RowHammer attacks are a growing security and reliability concern for DRAMs and computer systems as they can induce many bit errors that overwhelm error detection and correction capabilities. System-level solutions are needed as process…

Hardware Architecture · Computer Science 2023-10-26 Steven C. Woo , Wendy Elsasser , Mike Hamburg , Eric Linstadt , Michael R. Miller , Taeksang Song , James Tringali

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

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

RowHammer is a circuit-level DRAM vulnerability, where repeatedly activating and precharging a DRAM row, and thus alternating the voltage of a row's wordline between low and high voltage levels, can cause bit flips in physically nearby…

Rowhammer is a security vulnerability that allows unauthorized attackers to induce errors within DRAM cells. To prevent fault injections from escalating to successful attacks, a widely accepted mitigation is implementing fault checks on…

Cryptography and Security · Computer Science 2024-06-12 Kemal Derya , M. Caner Tol , Berk Sunar
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