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This study evaluates the application of predictive analytics for real-time cyber-attack detection and response, focusing on how statistical and machine learning methods can improve decision-making in Security Operations Centers (SOCs).…

密码学与安全 · 计算机科学 2025-09-03 Muhammad Danish

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…

分布式、并行与集群计算 · 计算机科学 2017-03-03 Onur Mutlu

A variety of explanation methods have been proposed in recent years to help users gain insights into the results returned by neural networks, which are otherwise complex and opaque black-boxes. However, explanations give rise to potential…

机器学习 · 计算机科学 2022-06-29 Pengrui Quan , Supriyo Chakraborty , Jeya Vikranth Jeyakumar , Mani Srivastava

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…

密码学与安全 · 计算机科学 2023-06-29 Onur Mutlu

Transient execution attacks have been one of the widely explored microarchitectural side channels since the discovery of Spectre and Meltdown. However, much of the research has been driven by manual discovery of new transient paths through…

密码学与安全 · 计算机科学 2024-06-17 Anirban Chakraborty , Nimish Mishra , Debdeep Mukhopadhyay

The discrepancy between processor speed and memory system performance continues to limit the performance of many workloads. To address the issue, one effective and well studied technique is cache prefetching. Many prefetching designs have…

硬件体系结构 · 计算机科学 2026-02-10 Maccoy Merrell , Lei Wang , Stavros Kalafatis , Paul V. Gratz

Many cache designs have been proposed to guard against contention-based side-channel attacks. One well-known type of cache is the randomized remapping cache. Many randomized remapping caches provide fixed or over protection, which leads to…

密码学与安全 · 计算机科学 2024-05-31 Xiao Liu , Mark Zwolinski , Basel Halak

Reasoning about correctness and security of software is increasingly difficult due to the complexity of modern microarchitectural features such as out-of-order execution. A class of security vulnerabilities termed Spectre that exploits side…

编程语言 · 计算机科学 2020-04-02 Robert J. Colvin , Kirsten Winter

RowHammer is a vulnerability inside DRAM chips where an attacker repeatedly accesses a DRAM row to flip bits in the nearby rows without directly accessing them. Several studies have found that flipping bits in the address part inside a page…

密码学与安全 · 计算机科学 2024-06-21 Keigo Yoshioka , Soramichi Akiyama

The increasing density of modern DRAM has heightened its vulnerability to Rowhammer attacks, which induce bit flips by repeatedly accessing specific memory rows. This paper presents an analysis of bit flip patterns generated by advanced…

密码学与安全 · 计算机科学 2025-06-19 Andrew Adiletta , Zane Weissman , Fatemeh Khojasteh Dana , Berk Sunar , Shahin Tajik

Autoregressive decoding is bottlenecked by its sequential nature. Speculative decoding has become a standard way to accelerate inference by using a fast draft model to predict upcoming tokens from a slower target model, and then verifying…

机器学习 · 计算机科学 2026-05-06 Tanishq Kumar , Tri Dao , Avner May

The Spectre speculative side-channel attacks pose formidable threats for security. Research has shown that code following the cryptographic constant-time discipline can be efficiently protected against Spectre v1 using a selective variant…

密码学与安全 · 计算机科学 2026-01-07 Jonathan Baumann , Roberto Blanco , Léon Ducruet , Sebastian Harwig , Catalin Hritcu

In the main text published at USENIX Security 2025, we presented a systematic analysis of the role of cache occupancy in the design considerations for randomized caches (from the perspectives of performance and security). On the performance…

密码学与安全 · 计算机科学 2025-10-21 Anirban Chakraborty , Nimish Mishra , Sayandeep Saha , Sarani Bhattacharya , Debdeep Mukhopadhyay

Phishing remains the most pervasive threat to the Web, enabling large-scale credential theft and financial fraud through deceptive webpages. While recent reference-based and generative-AI-driven phishing detectors achieve strong accuracy,…

密码学与安全 · 计算机科学 2026-03-03 Tailai Song , Pedro Casas , Michela Meo

Randomizing the mapping of addresses to cache entries has proven to be an effective technique for hardening caches against contention-based attacks like Prime+Prome. While attacks and defenses are still evolving, it is clear that randomized…

密码学与安全 · 计算机科学 2023-12-12 Moritz Peters , Nicolas Gaudin , Jan Philipp Thoma , Vianney Lapôtre , Pascal Cotret , Guy Gogniat , Tim Güneysu

Recent research has revealed an ever-growing class of microarchitectural attacks that exploit speculative execution, a standard feature in modern processors. Proposed and deployed countermeasures involve a variety of compiler updates,…

密码学与安全 · 计算机科学 2022-08-17 Jan Philipp Thoma , Jakob Feldtkeller , Markus Krausz , Tim Güneysu , Daniel J. Bernstein

Deployed large language models (LLMs) often rely on speculative decoding, a technique that generates and verifies multiple candidate tokens in parallel, to improve throughput and latency. In this work, we reveal a new side-channel whereby…

计算与语言 · 计算机科学 2026-02-12 Jiankun Wei , Abdulrahman Abdulrazzag , Tianchen Zhang , Adel Muursepp , Gururaj Saileshwar

As machine learning black boxes are increasingly being deployed in domains such as healthcare and criminal justice, there is growing emphasis on building tools and techniques for explaining these black boxes in an interpretable manner. Such…

机器学习 · 计算机科学 2020-02-04 Dylan Slack , Sophie Hilgard , Emily Jia , Sameer Singh , Himabindu Lakkaraju

The aggressive performance optimizations in modern microprocessors can result in security vulnerabilities. For example, timing-based attacks in processor caches can steal secret keys or break randomization. So far, finding cache-timing…

密码学与安全 · 计算机科学 2023-02-07 Mulong Luo , Wenjie Xiong , Geunbae Lee , Yueying Li , Xiaomeng Yang , Amy Zhang , Yuandong Tian , Hsien-Hsin S. Lee , G. Edward Suh

Safe memory reclamation techniques that utilize per read reservations, such as hazard pointers, often cause significant overhead in traversals of linked concurrent data structures. This is primarily due to the need to announce a…

分布式、并行与集群计算 · 计算机科学 2025-06-05 Ajay Singh , Trevor Brown