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Federated Learning (FL) has the potential for simultaneous global learning amongst a large number of parallel agents, enabling emerging AI such as LLMs to be trained across demographically diverse data. Central to this being efficient is…

Machine Learning · Computer Science 2026-04-22 Jinsheng Yuan , Yuhang Hao , Weisi Guo , Yun Wu , Chongyan Gu

DRAM read disturbance can break memory isolation, a fundamental property to ensure system robustness (i.e., reliability, security, safety). RowHammer and RowPress are two different DRAM read disturbance phenomena. RowHammer induces bitflips…

Hardware Architecture · Computer Science 2024-06-25 Haocong Luo , Ismail Emir Yüksel , Ataberk Olgun , A. Giray Yağlıkçı , Mohammad Sadrosadati , Onur Mutlu

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

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

A fundamental assumption in software security is that memory contents do not change unless there is a legitimate deliberate modification. Classical fault attacks show that this assumption does not hold if the attacker has physical access.…

Cryptography and Security · Computer Science 2018-05-15 Moritz Lipp , Misiker Tadesse Aga , Michael Schwarz , Daniel Gruss , Clémentine Maurice , Lukas Raab , Lukas Lamster

In cloud computing environments, multiple tenants are often co-located on the same multi-processor system. Thus, preventing information leakage between tenants is crucial. While the hypervisor enforces software isolation, shared hardware,…

Cryptography and Security · Computer Science 2016-06-29 Peter Pessl , Daniel Gruss , Clémentine Maurice , Michael Schwarz , Stefan Mangard

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

Memory isolation is a critical property for system reliability, security, and safety. We demonstrate RowPress, a DRAM read disturbance phenomenon different from the well-known RowHammer. RowPress induces bitflips by keeping a DRAM row open…

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

Memory safety errors continue to pose a significant threat to current computing systems, and graphics processing units (GPUs) are no exception. A prominent class of memory safety algorithms is allocation-based solutions. The key idea is to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-27 Mohamed Tarek Ibn Ziad , Sana Damani , Mark Stephenson , Stephen W. Keckler , Aamer Jaleel

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

This paper provides the fundamental mechanisms of two types of row activation-induced bit flips and proposes in-DRAM protection techniques. RowBleed occurs when a victim row experiences charge leakage due to transistor's threshold voltage…

Cryptography and Security · Computer Science 2025-06-17 Seungki Hong , Dongha Kim , Jaehyung Lee , Reum Oh , Changsik Yoo , Sangjoon Hwang , Jooyoung Lee

In this paper, we explore the limits of graphics processors (GPUs) for general purpose parallel computing by studying problems that require highly irregular data access patterns: parallel graph algorithms for list ranking and connected…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-02-25 Frank Dehne , Kumanan Yogaratnam

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

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

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 analytics and recommendation systems are increasingly based on graph data that capture the relations between entities being analyzed. Practical graphs come in huge sizes, offer massive parallelism, and are stored in sparse-matrix…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-18 Seung Won Min , Vikram Sharma Mailthody , Zaid Qureshi , Jinjun Xiong , Eiman Ebrahimi , Wen-mei Hwu

To address the issue of powerful row hammer (RH) attacks, our study involved an extensive analysis of the prevalent attack patterns in the field. We discovered a strong correlation between the timing and density of the active-to-active…

Cryptography and Security · Computer Science 2025-01-27 Nogeun Joo , Donghyuk Kim , Hyunjun Cho , Junseok Noh , Dongha Jung , Joo-Young Kim

Prior attacks on graph neural networks have mostly focused on graph poisoning and evasion, neglecting the network's weights and biases. Traditional weight-based fault injection attacks, such as bit flip attacks used for convolutional neural…

Machine Learning · Computer Science 2024-08-19 Lorenz Kummer , Samir Moustafa , Nils N. Kriege , Wilfried N. Gansterer

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…