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DRAM scaling has exacerbated the RowHammer vulnerability. To counter this, JEDEC recently introduced Per Row Activation Counting (PRAC) with the Alert Back-Off protocol as an optional DDR5 feature. While promising, PRAC requires per-row…

密码学与安全 · 计算机科学 2026-05-19 Jeonghyun Woo , Junsu Kim , Aamer Jaleel , Prashant J. Nair

Dynamic Random Access Memory (DRAM) is pervasive in computer systems. Cell vulnerabilities caused by unintended phenomena (forced retention failure, latency alteration, rowhammer and rowpress) lead to unintended bit flips in memory. These…

密码学与安全 · 计算机科学 2026-03-20 Zilong Hu , Hongming Fei , Prosanta Gope , Jack Miskelly , Owen Millwood , Biplab Sikdar

Today, we rely on contactless smart cards to perform several critical operations (e.g., payments and accessing buildings). Attacking smart cards can have severe consequences, such as losing money or leaking sensitive information. Although…

密码学与安全 · 计算机科学 2023-07-13 Marco Alecci , Luca Attanasio , Alessandro Brighente , Mauro Conti , Eleonora Losiouk , Hideki Ochiai , Federico Turrin

Generational improvements to commodity DRAM throughout half a century have long solidified its prevalence as main memory across the computing industry. However, overcoming today's DRAM technology scaling challenges requires new solutions…

硬件体系结构 · 计算机科学 2024-01-30 Minesh Patel , Taha Shahroodi , Aditya Manglik , Abdullah Giray Yağlıkçı , Ataberk Olgun , Haocong Luo , Onur Mutlu

NVIDIA GPUs with GDDR memories have been shown susceptible to Rowhammer-based bit-flips, similar to CPUs. However, Rowhammer exploits on GPUs have been limited to injecting untargeted bit-flips in victim data like weights of machine…

密码学与安全 · 计算机科学 2026-05-06 Chris S. Lin , Yuqin Yan , Guozhen Ding , Joyce Qu , Joseph Zhu , David Lie , Gururaj Saileshwar

Non-volatile memory (NVM) is a class of promising scalable memory technologies that can potentially offer higher capacity than DRAM at the same cost point. Unfortunately, the access latency and energy of NVM is often higher than those of…

硬件体系结构 · 计算机科学 2018-05-01 HanBin Yoon , Justin Meza , Rachata Ausavarungnirun , Rachael A. Harding , Onur Mutlu

As DRAM density increases, Rowhammer becomes more severe due to heightened charge leakage, reducing the number of activations needed to induce bit flips. The DDR5 standard addresses this threat with in-DRAM per-row activation counters…

硬件体系结构 · 计算机科学 2025-07-25 Ravan Nazaraliyev , Saber Ganjisaffar , Nurlan Nazaraliyev , Nael Abu-Ghazaleh

To understand and improve DRAM performance, reliability, security and energy efficiency, prior works study characteristics of commodity DRAM chips. Unfortunately, state-of-the-art open source infrastructures capable of conducting such…

State-of-the-art deep neural networks (DNNs) have been proven to be vulnerable to adversarial manipulation and backdoor attacks. Backdoored models deviate from expected behavior on inputs with predefined triggers while retaining performance…

机器学习 · 计算机科学 2023-04-17 M. Caner Tol , Saad Islam , Andrew J. Adiletta , Berk Sunar , Ziming Zhang

State-of-the-art DRAM read disturbance mitigations rely on the read disturbance threshold (RDT) (e.g., the number of aggressor row activations needed to induce the first read disturbance bitflip) to securely and performance- and…

硬件体系结构 · 计算机科学 2026-03-16 Ataberk Olgun , F. Nisa Bostanci , Ismail Emir Yuksel , Haocong Luo , Minesh Patel , A. Giray Yaglikci , Onur Mutlu

Physically Unclonable Functions (PUFs) have become an important and promising hardware primitive for device fingerprinting, device identification, or key storage. Intrinsic PUFs leverage components already found in existing devices, unlike…

Recent rapid strides in memory safety tools and hardware have improved software quality and security. While coarse-grained memory safety has improved, achieving memory safety at the granularity of individual objects remains a challenge due…

密码学与安全 · 计算机科学 2019-06-11 Hiroshi Sasaki , Miguel A. Arroyo , M. Tarek Ibn Ziad , Koustubha Bhat , Kanad Sinha , Simha Sethumadhavan

Rowhammer attacks that corrupt level-1 page tables to gain kernel privilege are the most detrimental to system security and hard to mitigate. However, recently proposed software-only mitigations are not effective against such kernel…

密码学与安全 · 计算机科学 2021-12-14 Zhi Zhang , Yueqiang Cheng , Minghua Wang , Wei He , Wenhao Wang , Nepal Surya , Yansong Gao , Kang Li , Zhe Wang , Chenggang Wu

The rapid adoption of large language models (LLMs) in critical domains has spurred extensive research into their security issues. While input manipulation attacks (e.g., prompt injection) have been well studied, Bit-Flip Attacks (BFAs) --…

密码学与安全 · 计算机科学 2025-09-24 Haotian Xu , Qingsong Peng , Jie Shi , Huadi Zheng , Yu Li , Cheng Zhuo

JEDEC has introduced the Per Row Activation Counting (PRAC) framework for DDR5 and future DRAMs to enable precise counting of DRAM row activations. PRAC enables a holistic mitigation of Rowhammer attacks even at ultra-low Rowhammer…

密码学与安全 · 计算机科学 2025-05-16 Jeonghyun Woo , Chris S. Lin , Prashant J. Nair , Aamer Jaleel , Gururaj Saileshwar

Neural networks have shown remarkable performance in various tasks, yet they remain susceptible to subtle changes in their input or model parameters. One particularly impactful vulnerability arises through the Bit-Flip Attack (BFA), where…

机器学习 · 计算机科学 2025-02-18 Nadav Benedek , Matan Levy , Mahmood Sharif

DRAM-based main memories have read operations that destroy the read data, and as a result, must buffer large amounts of data on each array access to keep chip costs low. Unfortunately, system-level trends such as increased memory contention…

硬件体系结构 · 计算机科学 2018-12-18 Justin Meza , Jing Li , Onur Mutlu

Dynamic Random Access Memory (DRAM) is the prevalent memory technology used to build main memory systems of almost all computers. A fundamental shortcoming of DRAM is the need to refresh memory cells to keep stored data intact. DRAM refresh…

硬件体系结构 · 计算机科学 2023-06-29 Onur Mutlu

Data movement between the processor and the main memory is a first-order obstacle against improving performance and energy efficiency in modern systems. To address this obstacle, Processing-using-Memory (PuM) is a promising approach where…

A decade after its academic introduction, RowHammer (RH) remains a moving target that continues to challenge both the industry and academia. With its potential to serve as a critical attack vector, the ever-decreasing RH threshold now…

密码学与安全 · 计算机科学 2025-11-11 Michael Jaemin Kim , Seungmin Baek , Jumin Kim , Hwayong Nam , Nam Sung Kim , Jung Ho Ahn