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Software diversity protects against a modern-day exploits such as code-reuse attacks. When an attacker designs a code-reuse attack on an example executable, it relies on replicating the target environment. With software diversity, the…

编程语言 · 计算机科学 2013-12-16 Michael Stewart

Data poisoning attacks spoof a recommender system to make arbitrary, attacker-desired recommendations via injecting fake users with carefully crafted rating scores into the recommender system. We envision a cat-and-mouse game for such data…

密码学与安全 · 计算机科学 2023-03-28 Jinyuan Jia , Yupei Liu , Yuepeng Hu , Neil Zhenqiang Gong

Deep Neural Networks (DNNs) are employed in an increasing number of applications, some of which are safety critical. Unfortunately, DNNs are known to be vulnerable to so-called adversarial attacks that manipulate inputs to cause incorrect…

密码学与安全 · 计算机科学 2021-09-29 Mohammad Hossein Samavatian , Saikat Majumdar , Kristin Barber , Radu Teodorescu

Heterogeneous, multicore SoC architectures are a critical component of today's computing landscape. However, supporting both increasing heterogeneity and multicore execution are significant design challenges. Meanwhile, the growing RISC-V…

硬件体系结构 · 计算机科学 2022-06-07 Joseph Zuckerman , Paolo Mantovani , Davide Giri , Luca P. Carloni

Neural ranking models have achieved remarkable progress and are now widely deployed in real-world applications such as Retrieval-Augmented Generation (RAG). However, like other neural architectures, they remain vulnerable to adversarial…

密码学与安全 · 计算机科学 2025-12-30 Jiawei Liu , Zhuo Chen , Rui Zhu , Miaokun Chen , Yuyang Gong , Wei Lu , Xiaofeng Wang

Large language models (LLMs) are increasingly integrated into IT infrastructures, where they process user data according to predefined instructions. However, conventional LLMs remain vulnerable to prompt injection, where malicious users…

密码学与安全 · 计算机科学 2025-11-19 Ruofan Liu , Yun Lin , Zhiyong Huang , Jin Song Dong

In the modern Systems-on-Chip (SoC), the Advanced eXtensible Interface (AXI) protocol exhibits security vulnerabilities, enabling partial or complete denial-of-service (DoS) through protocol-violation attacks. The recent countermeasures…

密码学与安全 · 计算机科学 2026-01-19 Wadid Foudhaili , Aykut Rencber , Anouar Nechi , Rainer Buchty , Mladen Berekovic , Andres Gomez , Saleh Mulhem

Deep reinforcement learning (RL) has made groundbreaking advancements in robotics, data center management and other applications. Unfortunately, system-level bottlenecks in RL workloads are poorly understood; we observe fundamental…

机器学习 · 计算机科学 2021-03-05 James Gleeson , Srivatsan Krishnan , Moshe Gabel , Vijay Janapa Reddi , Eyal de Lara , Gennady Pekhimenko

Software-exploitable Hardware Trojans (HTs) enable attackers to execute unauthorized software or gain illicit access to privileged operations. This manuscript introduces a hardware-based methodology for detecting runtime HT activations…

密码学与安全 · 计算机科学 2025-09-25 Alessandro Palumbo , Ruben Salvador

Memory corruption vulnerabilities in C/C++ applications enable attackers to execute code, change data, and leak information. Current memory sanitizers do no provide comprehensive coverage of a program's data. In particular, existing tools…

密码学与安全 · 计算机科学 2019-11-27 Nathan Burow , Derrick McKee , Scott A. Carr , Mathias Payer

Embodied agents powered by vision-language models (VLMs) are increasingly capable of executing complex real-world tasks, yet they remain vulnerable to hazardous instructions that may trigger unsafe behaviors. Runtime safety guardrails,…

人工智能 · 计算机科学 2025-12-29 Le Wang , Zonghao Ying , Xiao Yang , Quanchen Zou , Zhenfei Yin , Tianlin Li , Jian Yang , Yaodong Yang , Aishan Liu , Xianglong Liu

CSPe is a specification language for runtime monitors that can directly express concurrency in a bottom-up manner that composes the system from simpler, interacting components. It includes constructs to explicitly flag failures to the…

编程语言 · 计算机科学 2017-05-16 Jun Inoue , Yoriyuki Yamagata

This report presents the design of the Scope infrastructure for extensible and portable benchmarking. Improvements in high- performance computing systems rely on coordination across different levels of system abstraction. Developing and…

性能 · 计算机科学 2018-09-25 Carl Pearson , Abdul Dakkak , Cheng Li , Sarah Hashash , Jinjun Xiong , Wen-mei Hwu

Detecting kinetic vulnerabilities in Cyber-Physical Systems (CPS), vulnerabilities in control code that can precipitate hazardous physical consequences, is a critical challenge. This task is complicated by the need to analyze the intricate…

密码学与安全 · 计算机科学 2026-04-02 Kohei Tsujio , Mohammad Abdullah Al Faruque , Yasser Shoukry

Data poisoning attacks, in which an adversary corrupts a training set with the goal of inducing specific desired mistakes, have raised substantial concern: even just the possibility of such an attack can make a user no longer trust the…

机器学习 · 计算机科学 2022-03-09 Maria-Florina Balcan , Avrim Blum , Steve Hanneke , Dravyansh Sharma

With the increasing application of automated robotic digestive endoscopy (RDE), ensuring safe and efficient navigation in the unstructured and narrow digestive tract has become a critical challenge. Existing automated reinforcement learning…

机器人学 · 计算机科学 2025-04-01 Min Tan , Yushun Tao , Boyun Zheng , GaoSheng Xie , Lijuan Feng , Zeyang Xia , Jing Xiong

Low latency services such as credit-card fraud detection and website targeted advertisement rely on Big Data platforms (e.g., Lucene, Graphchi, Cassandra) which run on top of memory managed runtimes, such as the JVM. These platforms,…

分布式、并行与集群计算 · 计算机科学 2018-04-04 Rodrigo Bruno , Duarte Patrício , José Simão , Luís Veiga , Paulo Ferreira

The rapid evolution of encryption-based threats has rendered conventional detection mechanisms increasingly ineffective against sophisticated attack strategies. Monitoring entropy variations across hierarchical system levels offers an…

密码学与安全 · 计算机科学 2025-08-11 Hayden Srynn , Gilbert Pomeroy , Florence Lytton , Godfrey Ashcombe , Valentine Harcourt , Duncan Pettigrew

Various adversarial audio attacks have recently been developed to fool automatic speech recognition (ASR) systems. We here propose a defense against such attacks based on the uncertainty introduced by dropout in neural networks. We show…

音频与语音处理 · 电气工程与系统科学 2020-09-16 Tejas Jayashankar , Jonathan Le Roux , Pierre Moulin

The reliance on deep learning algorithms has grown significantly in recent years. Yet, these models are highly vulnerable to adversarial attacks, which introduce visually imperceptible perturbations into testing data to induce…

机器学习 · 计算机科学 2019-06-14 Rajeev Sahay , Rehana Mahfuz , Aly El Gamal