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Rowhammer is a hardware-based bug that allows the attacker to modify the data in the memory without accessing it, just repeatedly and frequently accessing (or hammering) physically adjacent memory rows. So that it can break the memory…

Cryptography and Security · Computer Science 2019-01-14 Xiaoxuan Lou , Fan Zhang , Zheng Leong Chua , Zhenkai Liang , Yueqiang Cheng , Yajin Zhou

Variation has been shown to exist across the cells within a modern DRAM chip. We empirically demonstrate a new form of variation that exists within a real DRAM chip, induced by the design and placement of different components in the DRAM…

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

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…

Machine Learning · Computer Science 2025-02-18 Nadav Benedek , Matan Levy , Mahmood Sharif

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

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…

Machine Learning · Computer Science 2023-04-17 M. Caner Tol , Saad Islam , Andrew J. Adiletta , Berk Sunar , Ziming Zhang

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

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…

Hardware Architecture · Computer Science 2025-10-21 Ataberk Olgun , Hasan Hassan , A. Giray Yağlıkçı , Yahya Can Tuğrul , Lois Orosa , Haocong Luo , Minesh Patel , Oğuz Ergin , Onur Mutlu

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

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

The purpose of this document is to study the security properties of the Silver Bullet algorithm against worst-case RowHammer attacks. We mathematically demonstrate that Silver Bullet, when properly configured and implemented in a DRAM chip,…

Cryptography and Security · Computer Science 2021-06-17 Abdullah Giray Yağlıkçı , Jeremie S. Kim , Fabrice Devaux , Onur Mutlu

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

As recently emerged rowhammer exploits require undocumented DRAM address mapping, we propose a generic knowledge-assisted tool, DRAMDig, which takes domain knowledge into consideration to efficiently and deterministically uncover the DRAM…

Cryptography and Security · Computer Science 2020-07-28 Minghua Wang , Zhi Zhang , Yueqiang Cheng , Surya Nepal

Device fingerprinting leverages attributes that capture heterogeneity in hardware and software configurations to extract unique and stable fingerprints. Fingerprinting countermeasures attempt to either present a uniform fingerprint across…

Cryptography and Security · Computer Science 2024-10-23 Hari Venugopalan , Kaustav Goswami , Zainul Abi Din , Jason Lowe-Power , Samuel T. King , Zubair Shafiq

With lowering thresholds, transparently defending against Rowhammer within DRAM is challenging due to the lack of time to perform mitigation. Commercially deployed in-DRAM defenses like TRR that steal time from normal refreshes~(REF) to…

Cryptography and Security · Computer Science 2025-01-14 Hritvik Taneja , Moinuddin Qureshi

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

Due to the globalization in the semiconductor supply chain, counterfeit dynamic random-access memory (DRAM) chips/modules have been spreading worldwide at an alarming rate. Deploying counterfeit DRAM modules into an electronic system can…

Cryptography and Security · Computer Science 2021-06-29 B. M. S. Bahar Talukder , Vineetha Menon , Biswajit Ray , Tempestt Neal , Md Tauhidur Rahman

DRAM is the building block of modern main memory systems. DRAM cells must be periodically refreshed to prevent data loss. Refresh operations degrade system performance by interfering with memory accesses. As DRAM chip density increases with…

Hardware Architecture · Computer Science 2022-09-22 Abdullah Giray Yağlıkçı , Ataberk Olgun , Minesh Patel , Haocong Luo , Hasan Hassan , Lois Orosa , Oğuz Ergin , Onur Mutlu

The device fingerprinting technique extracts fingerprints based on the hardware characteristics of the device to identify the device. The primary goal of device fingerprinting is to accurately and uniquely identify a device, which requires…

Cryptography and Security · Computer Science 2023-10-12 Dawei Li , Di Liu , Yangkun Ren , Ziyi Wang , Yu Sun , Zhenyu Guan , Qianhong Wu , Jianwei Liu

With deep learning deployed in many security-sensitive areas, machine learning security is becoming progressively important. Recent studies demonstrate attackers can exploit system-level techniques exploiting the RowHammer vulnerability of…

Cryptography and Security · Computer Science 2024-09-11 Ranyang Zhou , Sabbir Ahmed , Adnan Siraj Rakin , Shaahin Angizi