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As edge devices gain stronger computing power, deploying high-performance DNN models on untrusted hardware has become a practical approach to cut inference latency and protect user data privacy. Given high model training costs and user…

密码学与安全 · 计算机科学 2026-01-21 Huadi Zheng , Li Cheng , Yan Ding

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

Rijndael was standardized in 2001 by National Institute of Standard and Technology as the Advanced Encryption Standard (AES). AES is still being used to encrypt financial, military and even government confidential data. In 2005, Bernstein…

密码学与安全 · 计算机科学 2014-03-31 D. Jayasinghe , R. G. Ragel , D. Elkaduwe

With the exponential rise in the use of cloud services, smart devices, and IoT devices, advanced cyber attacks have become increasingly sophisticated and ubiquitous. Furthermore, the rapid evolution of computing architectures and memory…

密码学与安全 · 计算机科学 2025-01-09 Jyotiprakash Mishra , Sanjay K. Sahay

The globalization of the Integrated Circuit (IC) supply chain, driven by time-to-market and cost considerations, has made ICs vulnerable to hardware Trojans (HTs). Against this threat, a promising approach is to use Machine Learning…

密码学与安全 · 计算机科学 2024-01-05 Behnam Omidi , Khaled N. Khasawneh , Ihsen Alouani

Side-channel attacks have become a severe threat to the confidentiality of computer applications and systems. One popular type of such attacks is the microarchitectural attack, where the adversary exploits the hardware features to break the…

密码学与安全 · 计算机科学 2021-03-29 Xiaoxuan Lou , Tianwei Zhang , Jun Jiang , Yinqian Zhang

Multi-core processors improve performance, but they can create unpredictability owing to shared resources such as caches interfering. Cache partitioning is used to alleviate the Worst-Case Execution Time (WCET) estimation by isolating the…

硬件体系结构 · 计算机科学 2022-01-28 Soma N. Ghosh , Vineet Sahula , Lava Bhargava

The disaggregated memory (DM) architecture offers high resource elasticity at the cost of data access performance. While caching frequently accessed data in compute nodes (CNs) reduces access overhead, it requires costly centralized…

分布式、并行与集群计算 · 计算机科学 2025-05-26 Hanze Zhang , Kaiming Wang , Rong Chen , Xingda Wei , Haibo Chen

Recent model inversion attack algorithms permit adversaries to reconstruct a neural network's private and potentially sensitive training data by repeatedly querying the network. In this work, we develop a novel network architecture that…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Sayanton V. Dibbo , Adam Breuer , Juston Moore , Michael Teti

Web caches play a crucial role in web performance and scalability. However, detecting cached responses is challenging when web servers do not reliably communicate the cache status through standardized headers. This paper presents a novel…

密码学与安全 · 计算机科学 2024-07-24 Matteo Golinelli , Bruno Crispo

Time Series Classification (TSC) is highly vulnerable to backdoor attacks, posing significant security threats. Existing methods primarily focus on data poisoning during the training phase, designing sophisticated triggers to improve…

密码学与安全 · 计算机科学 2025-02-04 Chang Dong , Zechao Sun , Guangdong Bai , Shuying Piao , Weitong Chen , Wei Emma Zhang

Stereo depth estimation is a critical task in autonomous driving and robotics, where inaccuracies (such as misidentifying nearby objects as distant) can lead to dangerous situations. Adversarial attacks against stereo depth estimation can…

计算机视觉与模式识别 · 计算机科学 2025-11-04 Yun Xing , Yue Cao , Nhat Chung , Jie Zhang , Ivor Tsang , Ming-Ming Cheng , Yang Liu , Lei Ma , Qing Guo

Many design companies have gone fabless and rely on external fabrication facilities to produce chips due to increasing cost of semiconductor manufacturing. However, not all of these facilities can be considered trustworthy; some may inject…

密码学与安全 · 计算机科学 2024-10-01 Kevin Kwiat , Jason Kulick , Paul Ratazzi

Embedded devices are increasingly present in our everyday life. They often process critical information, and hence, rely on cryptographic protocols to achieve security. However, embedded devices remain vulnerable to attackers seeking to…

密码学与安全 · 计算机科学 2023-08-08 Rodothea Myrsini Tsoupidi , Elena Troubitsyna , Panagiotis Papadimitratos

DRAM chips are vulnerable to read disturbance phenomena (e.g., RowHammer and RowPress), where repeatedly accessing or keeping open a DRAM row causes bitflips in nearby rows. Attackers leverage RowHammer bitflips in real systems to take over…

Deep recommendation systems (DRS) heavily depend on specialized HPC hardware and accelerators to optimize energy, efficiency, and recommendation quality. Despite the growing number of hardware errors observed in large-scale fleet systems…

信息检索 · 计算机科学 2023-07-21 Dongning Ma , Xun Jiao , Fred Lin , Mengshi Zhang , Alban Desmaison , Thomas Sellinger , Daniel Moore , Sriram Sankar

Critical infrastructure defense is fundamentally bottlenecked by the operational reality that preventive controls are frequently bypassed by sophisticated supply-chain compromises and stolen administrative credentials. When prevention…

密码学与安全 · 计算机科学 2026-05-19 Namit Mohale

In this paper, we identify that memory performance plays a crucial role in the feasibility and effectiveness for performing denial-of-service attacks on shared cache. Based on this insight, we introduce new cache DoS attacks, which can be…

密码学与安全 · 计算机科学 2021-01-18 Michael Bechtel , Heechul Yun

Caches have been used to construct various types of covert and side channels to leak information. Most existing cache channels exploit the timing difference between cache hits and cache misses. However, we introduce a new and broader…

密码学与安全 · 计算机科学 2022-04-27 Yujie Cui , Chun Yang , Xu Cheng

For industrial control systems (ICS), many existing defense solutions focus on detecting attacks only when they make the system behave anomalously. Instead, in this work, we study how to detect attackers who are still in their hiding phase.…

密码学与安全 · 计算机科学 2023-08-01 Suman Sourav , Binbin Chen