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SpecFuzz is the first tool that enables dynamic testing for speculative execution vulnerabilities (e.g., Spectre). The key is a novel concept of speculation exposure: The program is instrumented to simulate speculative execution in software…

密码学与安全 · 计算机科学 2020-03-11 Oleksii Oleksenko , Bohdan Trach , Mark Silberstein , Christof Fetzer

Neural networks are vulnerable to backdoor poisoning attacks, where the attackers maliciously poison the training set and insert triggers into the test input to change the prediction of the victim model. Existing defenses for backdoor…

密码学与安全 · 计算机科学 2024-05-21 Yuhao Zhang , Aws Albarghouthi , Loris D'Antoni

In the past decade, we have witnessed a dramatically increasing volume of data collected from varied sources. The explosion of data has transformed the world as more information is available for collection and analysis than ever before. To…

分布式、并行与集群计算 · 计算机科学 2022-01-04 Ying Mao , Yuqi Fu , Wenjia Zheng , Long Cheng , Qingzhi Liu , Dingwen Tao

Modern multi-core processors share cache resources for maximum cache utilization and performance gains. However, this leaves the cache vulnerable to side-channel attacks, where timing differences in shared cache behavior are exploited to…

密码学与安全 · 计算机科学 2019-09-23 Ghada Dessouky , Tommaso Frassetto , Ahmad-Reza Sadeghi

Even when prompts and parameters are secured, transformer language models remain vulnerable because their key-value (KV) cache during inference constitutes an overlooked attack surface. This paper introduces Malicious Token Injection (MTI),…

密码学与安全 · 计算机科学 2026-02-03 Elias Hossain , Swayamjit Saha , Somshubhra Roy , Ravi Prasad

Caching systems have long been crucial for improving the performance of a wide variety of network and web based online applications. In such systems, end-to-end application performance heavily depends on the fraction of objects transferred…

性能 · 计算机科学 2021-06-14 Nitish K. Panigrahy , Philippe Nain , Giovanni Neglia , Don Towsley

This paper quantifies the security of uncertain interconnected systems under stealthy data injection attacks. In particular, we consider a large-scale system composed of a certain subsystem interconnected with an uncertain subsystem, where…

系统与控制 · 电气工程与系统科学 2025-12-03 Anh Tung Nguyen , Sribalaji C. Anand , André M. H. Teixeira

Cryptographic research takes software timing side channels seriously. Approaches to mitigate them include constant-time coding and techniques to enforce such practices. However, recent attacks like Meltdown [42], Spectre [37], and…

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 work addresses the problem of exact schedulability assessment in uniprocessor mixed-criticality real-time systems with sporadic task sets. We model the problem by means of a finite automaton that has to be explored in order to check…

操作系统 · 计算机科学 2024-10-25 Simon Picard , Antonio Paolillo , Gilles Geeraerts , Joël Goossens

Spin-Transfer Torque RAM (STTRAM) is promising for cache applications. However, it brings new data security issues that were absent in volatile memory counterparts such as Static RAM (SRAM) and embedded Dynamic RAM (eDRAM). This is…

密码学与安全 · 计算机科学 2016-03-22 Nitin Rathi , Asmit De , Helia Naeimi , Swaroop Ghosh

GPUs are increasingly being used in security applications, especially for accelerating encryption/decryption. While GPUs are an attractive platform in terms of performance, the security of these devices raises a number of concerns. One…

密码学与安全 · 计算机科学 2020-08-03 Elmira Karimi , Yunsi Fei , David Kaeli

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

Batch normalization (BatchNorm) is an effective yet poorly understood technique for neural network optimization. It is often assumed that the degradation in BatchNorm performance to smaller batch sizes stems from it having to estimate layer…

计算机视觉与模式识别 · 计算机科学 2020-07-20 Neofytos Dimitriou , Ognjen Arandjelovic

The constant-time discipline is a software-based countermeasure used for protecting high assurance cryptographic implementations against timing side-channel attacks. Constant-time is effective (it protects against many known attacks),…

密码学与安全 · 计算机科学 2020-05-12 Sunjay Cauligi , Craig Disselkoen , Klaus v. Gleissenthall , Dean Tullsen , Deian Stefan , Tamara Rezk , Gilles Barthe

Modern out-of-order CPUs heavily rely on speculative execution for performance optimization, with branch prediction serving as a cornerstone to minimize stalls and maximize efficiency. Whenever shared branch prediction resources lack proper…

密码学与安全 · 计算机科学 2025-06-10 Yuhui Zhu , Alessandro Biondi

Performance degradation techniques are an important complement to side-channel attacks. In this work, we propose HyperDegrade -- a combination of previous approaches and the use of simultaneous multithreading (SMT) architectures. In…

密码学与安全 · 计算机科学 2021-09-22 Alejandro Cabrera Aldaya , Billy Bob Brumley

Local fine-tuning datasets routinely contain sensitive secrets such as API keys, personal identifiers, and financial records. Although ''local offline fine-tuning'' is often viewed as a privacy boundary, we reveal that compromised model…

密码学与安全 · 计算机科学 2026-05-01 Zi Li , Tian Zhou , Wenze Li , Jingyu Hua , Yunlong Mao , Sheng Zhong

Lack of memory-safety and exposure to side channels are two prominent, persistent challenges for the secure implementation of software. Memory-safe programming languages promise to significantly reduce the prevalence of memory-safety bugs,…

密码学与安全 · 计算机科学 2025-09-19 Hossam ElAtali , Merve Gülmez , Thomas Nyman , N. Asokan

The last level cache is vulnerable to timing based side channel attacks because it is shared by the attacker and the victim processes even if they are located on different cores. These timing attacks evict the victim cache lines using small…

密码学与安全 · 计算机科学 2019-09-30 Kartik Ramkrishnan , Antonia Zhai , Stephen McCamant , Pen Chung Yew