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High access frequency of certain rows in the DRAM may cause data loss in cells of physically adjacent rows due to crosstalk. The malicious exploit of this crosstalk by repeatedly accessing a row to induce this effect is known as row…

硬件体系结构 · 计算机科学 2018-06-08 Seyed Mohammad Seyedzadeh , Alex K. Jones , Rami Melhem

Per Row Activation Counting (PRAC) has emerged as a robust framework for mitigating RowHammer (RH) vulnerabilities in modern DRAM systems. However, we uncover a critical vulnerability: a timing channel introduced by the Alert Back-Off (ABO)…

密码学与安全 · 计算机科学 2025-05-20 Jeonghyun Woo , Joyce Qu , Gururaj Saileshwar , Prashant J. Nair

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…

密码学与安全 · 计算机科学 2023-02-06 Onur Mutlu , Ataberk Olgun , A. Giray Yağlıkçı

Modern workloads are demanding increasingly larger memory capacity. Compute Express Link (CXL)-based memory tiering has emerged as a promising solution for addressing this problem by utilizing traditional DRAM alongside slow-tier CXL memory…

分布式、并行与集群计算 · 计算机科学 2025-07-04 Kevin Song , Jiacheng Yang , Zixuan Wang , Jishen Zhao , Sihang Liu , Gennady Pekhimenko

Jointly achieving safety and efficiency in human-robot interaction (HRI) settings is a challenging problem, as the robot's planning objectives may be at odds with the human's own intent and expectations. Recent approaches ensure safe robot…

机器人学 · 计算机科学 2022-03-14 Haimin Hu , Kensuke Nakamura , Jaime F. Fisac

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…

机器学习 · 计算机科学 2026-04-22 Jinsheng Yuan , Yuhang Hao , Weisi Guo , Yun Wu , Chongyan Gu

Reactive jammers pose a severe security threat to robotic-swarm networks by selectively disrupting inter-agent communications and undermining formation integrity and mission success. Conventional countermeasures such as fixed power control…

网络与互联网体系结构 · 计算机科学 2025-12-19 Bahman Abolhassani , Tugba Erpek , Kemal Davaslioglu , Yalin E. Sagduyu , Sastry Kompella

Microarchitectural vulnerabilities increasingly undermine the assumption that hardware can be treated as a reliable root of trust. Prevention mechanisms often lag behind evolving attack techniques, leaving deployed systems unable to assume…

密码学与安全 · 计算机科学 2026-03-27 Martin Herrmann , Oussama Draissi , Christian Niesler , Ahmad-Reza Sadeghi , Lucas Davi

Deep neural networks are known to be vulnerable to adversarial attacks. Current methods of defense from such attacks are based on either implicit or explicit regularization, e.g., adversarial training. Randomized smoothing, the averaging of…

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…

硬件体系结构 · 计算机科学 2021-09-30 Jeremie S. Kim

This study investigates behavior-targeted attacks on reinforcement learning and their countermeasures. Behavior-targeted attacks aim to manipulate the victim's behavior as desired by the adversary through adversarial interventions in state…

机器学习 · 计算机科学 2026-02-18 Shojiro Yamabe , Kazuto Fukuchi , Jun Sakuma

Wireless systems must be resilient to jamming attacks. Existing mitigation methods based on multi-antenna processing require knowledge of the jammer's transmit characteristics that may be difficult to acquire, especially for smart jammers…

信息论 · 计算机科学 2023-04-12 Gian Marti , Torben Kölle , Christoph Studer

Rowhammer is a hardware bug that can be exploited to implement privilege escalation and remote code execution attacks. Previous proposals on rowhammer mitigation either require hardware changes or follow heuristic-based approaches (based on…

密码学与安全 · 计算机科学 2016-12-08 Ferdinand Brasser , Lucas Davi , David Gens , Christopher Liebchen , Ahmad-Reza Sadeghi

Vulnerabilities emanating from DRAM errors pose a vexing problem that remains, as of yet, unsolved and elusive but cannot be ignored. Prior defenses focused on specific details of early RowHammer attacks and fail to generalize with the…

密码学与安全 · 计算机科学 2026-03-12 Manuel Wiesinger , Daniel Dorfmeister , Stefan Brunthaler

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…

硬件体系结构 · 计算机科学 2023-11-29 Ranyang Zhou , Jacqueline Liu , Sabbir Ahmed , Nakul Kochar , Adnan Siraj Rakin , Shaahin Angizi

Most modern communication networks include fast rerouting mechanisms, implemented entirely in the data plane, to quickly recover connectivity after link failures. By relying on local failure information only, these data plane mechanisms…

网络与互联网体系结构 · 计算机科学 2024-11-27 Gregor Bankhamer , Robert Elsässer , Stefan Schmid

Machine learning algorithms are known to be susceptible to data poisoning attacks, where an adversary manipulates the training data to degrade performance of the resulting classifier. In this work, we present a unifying view of randomized…

机器学习 · 计算机科学 2021-02-24 Elan Rosenfeld , Ezra Winston , Pradeep Ravikumar , J. Zico Kolter

Large language models (LLMs) achieve impressive performance across diverse tasks yet remain vulnerable to jailbreak attacks that bypass safety mechanisms. We present RAID (Refusal-Aware and Integrated Decoding), a framework that…

计算与语言 · 计算机科学 2025-12-23 Tuan T. Nguyen , John Le , Thai T. Vu , Willy Susilo , Heath Cooper

Accurate and robust trajectory prediction is essential for safe and efficient autonomous driving, yet recent work has shown that even state-of-the-art prediction models are highly vulnerable to inputs being mildly perturbed by adversarial…

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,…

密码学与安全 · 计算机科学 2021-06-17 Abdullah Giray Yağlıkçı , Jeremie S. Kim , Fabrice Devaux , Onur Mutlu