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We investigate a family of poisoning attacks against Support Vector Machines (SVM). Such attacks inject specially crafted training data that increases the SVM's test error. Central to the motivation for these attacks is the fact that most…

机器学习 · 计算机科学 2013-03-26 Battista Biggio , Blaine Nelson , Pavel Laskov

Covert channels enable information leakage across security boundaries of the operating system. Microarchitectural covert channels exploit changes in execution timing resulting from competing access to limited hardware resources. We use the…

密码学与安全 · 计算机科学 2020-05-06 Nils Wistoff , Moritz Schneider , Frank K. Gürkaynak , Luca Benini , Gernot Heiser

Global KV-cache sharing is an effective optimization for accelerating large language model (LLM) inference, yet it introduces an API-visible timing side channel that lets adversaries infer sensitive user inputs from shared entries, leading…

密码学与安全 · 计算机科学 2026-02-11 Kexin Chu , Zecheng Lin , Dawei Xiang , Zixu Shen , Jianchang Su , Cheng Chu , Yiwei Yang , Wenhui Zhang , Wenfei Wu , Wei Zhang

System Management Mode (SMM) is the highest-privileged operating mode of x86 and x86-64 processors. Through SMM exploitation, attackers can tamper with the Unified Extensible Firmware Interface (UEFI) firmware, disabling the security…

密码学与安全 · 计算机科学 2024-05-10 Kazuki Matsuo , Satoshi Tanda , Kuniyasu Suzaki , Yuhei Kawakoya , Tatsuya Mori

Insider threats are one of the most damaging risk factors for the IT systems and infrastructure of a company or an organization; identification of insider threats has prompted the interest of the world academic research community, with…

密码学与安全 · 计算机科学 2021-09-07 Vasileios Koutsouvelis , Stavros Shiaeles , Bogdan Ghita , Gueltoum Bendiab

Securing HPC has a unique threat model. Untrusted, malicious code exploiting the concentrated computing power may exert an outsized impact on the shared, open-networked environment in HPC, unlike well-isolated VM tenants in public clouds.…

密码学与安全 · 计算机科学 2024-10-08 Phuong Cao , Zbigniew Kalbarczyk , Ravishankar Iyer

Energy consumption of IoT devices is a very important issue. For this reason, many techniques have been developed to allow IoT nodes to be aware of the amount of available energy. When energy is missing, the device halts and saves its…

密码学与安全 · 计算机科学 2019-03-12 Emanuele Valea , Mathieu Da Silva , Giorgio Natale , Marie-Lise Flottes , Sophie Dupuis , Bruno Rouzeyre

Modern data centers have grown beyond CPU nodes to provide domain-specific accelerators such as GPUs and FPGAs to their customers. From a security standpoint, cloud customers want to protect their data. They are willing to pay additional…

密码学与安全 · 计算机科学 2022-11-02 Aritra Dhar , Supraja Sridhara , Shweta Shinde , Srdjan Capkun , Renzo Andri

One of the main issues in the OS security is providing trusted code execution in an untrusted environment. During executing, kernel-mode drivers dynamically allocate memory to store and process their data: Windows core kernel structures,…

密码学与安全 · 计算机科学 2018-05-31 Igor Korkin

Availability is a major concern in the design of DNSSEC. To ensure availability, DNSSEC follows Postel's Law [RFC1123]: "Be liberal in what you accept, and conservative in what you send." Hence, nameservers should send not just one matching…

密码学与安全 · 计算机科学 2024-06-06 Elias Heftrig , Haya Schulmann , Niklas Vogel , Michael Waidner

Support Vector Machines (SVMs) are among the most popular classification techniques adopted in security applications like malware detection, intrusion detection, and spam filtering. However, if SVMs are to be incorporated in real-world…

The widespread practice of fine-tuning open-source Vision-Language Models (VLMs) raises a critical security concern: jailbreak vulnerabilities in base models may persist in downstream variants, enabling transferable attacks across…

计算机视觉与模式识别 · 计算机科学 2026-01-15 Ruofan Wang , Xin Wang , Yang Yao , Juncheng Li , Xuan Tong , Xingjun Ma

As modern systems increasingly rely on GPUs for computationally intensive tasks such as machine learning acceleration, ensuring the integrity of GPU computation has become critically important. Recent studies have shown that GPU kernels are…

Vision Language Models (VLMs) have shown remarkable performance, but are also vulnerable to backdoor attacks whereby the adversary can manipulate the model's outputs through hidden triggers. Prior attacks primarily rely on single-modality…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Zhiyuan Zhong , Zhen Sun , Yepang Liu , Xinlei He , Guanhong Tao

The financial crisis made companies around the world search for cheaper and more efficient solutions to cover their needs in terms of computational power and storage. Their quest came to end with the birth of Cloud Computing…

密码学与安全 · 计算机科学 2022-06-22 Nikolaos Pitropakis , Christos Lyvas , Costas Lambrinoudakis

We present the design and validation of Stoppable Secondary Use (StopSec), a privacy-preserving protocol with the capability to identify a secondary user (SU) causing interference to a primary user (PU) and to act quickly to stop the…

信号处理 · 电气工程与系统科学 2025-07-21 Meles Weldegebriel , Zihan Li , Dustin Maas , Greg Hellbourg , Ning Zhang , Neal Patwari

Recently, a number of existing blockchain systems have witnessed major bugs and vulnerabilities within smart contracts. Although the literature features a number of proposals for securing smart contracts, these proposals mostly focus on…

密码学与安全 · 计算机科学 2018-12-17 Michael Rodler , Wenting Li , Ghassan O. Karame , Lucas Davi

Recent years have seen a surge in the number of data leaks despite aggressive information-containment measures deployed by cloud providers. When attackers acquire sensitive data in a secure cloud environment, covert communication channels…

密码学与安全 · 计算机科学 2020-08-05 Dmitrii Ustiugov , Plamen Petrov , M. R. Siavash Katebzadeh , Boris Grot

Trusted Execution Environments (TEEs) are gradually adopted by major cloud providers, offering a practical option of \emph{confidential computing} for users who don't fully trust public clouds. TEEs use CPU-enabled hardware features to…

密码学与安全 · 计算机科学 2023-08-15 AKM Mubashwir Alam , Keke Chen

Modern x86 processors have many prefetch instructions that can be used by programmers to boost performance. However, these instructions may also cause security problems. In particular, we found that on Intel processors, there are two…

密码学与安全 · 计算机科学 2022-08-18 Yanan Guo , Andrew Zigerelli , Youtao Zhang , Jun Yang