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To defend against conflict-based cache side-channel attacks, cache partitioning or remapping techniques were proposed to prevent set conflicts between different security domains or obfuscate the locations of such conflicts. But such…

密码学与安全 · 计算机科学 2024-05-07 Fang Jiang , Fei Tong , Hongyu Wang , Xiaoyu Cheng , Zhe Zhou , Ming Ling , Yuxing Mao

Shared caches are vulnerable to side channel attacks through contention in cache sets. Besides being a simple source of information leak, these side channels form useful gadgets for more sophisticated attacks that compromise the security of…

密码学与安全 · 计算机科学 2024-08-27 Divya Ojha , Sandhya Dwarkadas

Power side-channel analysis (SCA) has been of immense interest to most embedded designers to evaluate the physical security of the system. This work presents profiling-based cross-device power SCA attacks using deep learning techniques on…

信号处理 · 电气工程与系统科学 2019-07-08 Anupam Golder , Debayan Das , Josef Danial , Santosh Ghosh , Shreyas Sen , Arijit Raychowdhury

Nowadays, Deep Learning as a service can be deployed in Internet of Things (IoT) to provide smart services and sensor data processing. However, recent research has revealed that some Deep Neural Networks (DNN) can be easily misled by adding…

密码学与安全 · 计算机科学 2020-10-22 Ling Wang , Cheng Zhang , Zejian Luo , Chenguang Liu , Jie Liu , Xi Zheng , Athanasios Vasilakos

Rapid adoption of AI technologies raises several major security concerns, including the risks of adversarial perturbations, which threaten the confidentiality and integrity of AI applications. Protecting AI hardware from misuse and diverse…

密码学与安全 · 计算机科学 2025-03-11 Habibur Rahaman , Atri Chatterjee , Swarup Bhunia

Software control flow integrity (CFI) solutions have been applied to the Linux kernel for memory protection. Due to performance costs, deployed software CFI solutions are coarse grained. In this work, we demonstrate a precise…

密码学与安全 · 计算机科学 2019-12-10 Rémi Denis-Courmont , Hans Liljestrand , Carlos Chinea , Jan-Erik Ekberg

Timekeeping is a fundamental component of modern computing; however, the security of system time remains an overlooked attack surface, leaving critical systems vulnerable to manipulation.

密码学与安全 · 计算机科学 2025-03-31 Muhammad Abdullah Soomro , Adeel Nasrullah , Fatima Muhammad Anwar

The growing interest in artificial intelligence has created workloads that require both sequential and random access. At the same time, NVMe-backed storage solutions have emerged, providing caching capability for large columnar datasets in…

数据库 · 计算机科学 2025-04-22 Weston Pace , Chang She , Lei Xu , Will Jones , Albert Lockett , Jun Wang , Raunak Shah

Machine Learning as a Service (MLaaS) APIs provide ready-to-use and high-utility encoders that generate vector representations for given inputs. Since these encoders are very costly to train, they become lucrative targets for model stealing…

机器学习 · 计算机科学 2023-11-06 Jan Dubiński , Stanisław Pawlak , Franziska Boenisch , Tomasz Trzciński , Adam Dziedzic

The power consumption of a microprocessor is a huge channel for information leakage. While the most popular exploitation of this channel is to recover cryptographic keys from embedded devices, other applications such as mobile app…

密码学与安全 · 计算机科学 2021-08-27 Muhammad Arsath K F , Vinod Ganesan , Rahul Bodduna , Chester Rebeiro

In-process compartmentalization and access control have been actively explored to provide in-place and efficient isolation of in-process security domains. Many works have proposed compartmentalization schemes that leverage hardware…

密码学与安全 · 计算机科学 2023-09-21 Kha Dinh Duy , Kyuwon Cho , Taehyun Noh , Hojoon Lee

Deep neural networks are found to be vulnerable to adversarial perturbations. The prompt-based defense has been increasingly studied due to its high efficiency. However, existing prompt-based defenses mainly exploited mixed prompt patterns,…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Yibo Xu , Dawei Zhou , Decheng Liu , Nannan Wang

While RAG systems are increasingly deployed in dynamic web search, temporal volatility amplifies their vulnerability to adversarial attacks. Existing static-oriented defenses struggle to handle evolving threats and incur prohibitive storage…

密码学与安全 · 计算机科学 2026-05-22 Ziyuan Chen , Yueming Lyu , Yi Liu , Weixiang Han , Jing Dong , Caifeng Shan , Tieniu Tan

Recent work has shown that state-of-the-art models are highly vulnerable to adversarial perturbations of the input. We propose cowboy, an approach to detecting and defending against adversarial attacks by using both the discriminator and…

机器学习 · 统计学 2018-05-29 Gokula Krishnan Santhanam , Paulina Grnarova

The proliferation of AI technology gives rise to a variety of security threats, which significantly compromise the confidentiality and integrity of AI models and applications. Existing software-based solutions mainly target one specific…

密码学与安全 · 计算机科学 2023-11-29 Xiaobei Yan , Han Qiu , Tianwei Zhang

Over the past decade, side-channels have proven to be significant and practical threats to modern computing systems. Recent attacks have all exploited the underlying shared hardware. While practical, mounting such a complicated attack is…

密码学与安全 · 计算机科学 2020-04-24 Mehmet Sinan Inci , Thomas Eisenbarth , Berk Sunar

Bayesian Neural Networks (BNNs) can overcome the problem of overconfidence that plagues traditional frequentist deep neural networks, and are hence considered to be a key enabler for reliable AI systems. However, conventional hardware…

神经与进化计算 · 计算机科学 2024-01-30 Prabodh Katti , Nicolas Skatchkovsky , Osvaldo Simeone , Bipin Rajendran , Bashir M. Al-Hashimi

The heap is a critical and widely used component of many applications. Due to its dynamic nature, combined with the complexity of heap management algorithms, it is also a frequent target for security exploits. To enhance the heap's…

密码学与安全 · 计算机科学 2024-06-06 Zhenpeng Lin , Zheng Yu , Ziyi Guo , Simone Campanoni , Peter Dinda , Xinyu Xing

Memory-unsafe programming languages such as C and C++ are the preferred languages for systems programming, embedded systems, and performance-critical applications. The widespread use of these languages makes the risk of memory-related…

密码学与安全 · 计算机科学 2024-07-09 Sacha Ruchlejmer

As cache-based side-channel attacks become serious security problems, various defenses have been proposed and deployed in both software and hardware. Consequently, cache-based side-channel attacks on processes co-residing on the same core…

密码学与安全 · 计算机科学 2022-11-14 Wei Song , Rui Hou , Peng Liu , Xiaoxin Li , Peinan Li , Lutan Zhao , Xiaofei Fu , Yifei Sun , Dan Meng