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A recent line of work has uncovered a new form of data poisoning: so-called \emph{backdoor} attacks. These attacks are particularly dangerous because they do not affect a network's behavior on typical, benign data. Rather, the network only…

机器学习 · 计算机科学 2018-11-05 Brandon Tran , Jerry Li , Aleksander Madry

We propose a network-coding based scheme to protect multiple bidirectional unicast connections against adversarial errors and failures in a network. The network consists of a set of bidirectional primary path connections that carry the…

信息论 · 计算机科学 2010-09-02 Shizheng Li , Aditya Ramamoorthy

In content-based mobile ad hoc networks (CB-MANETs), random linear network coding (NC) can be used to reliably disseminate large files under intermittent connectivity. Conventional NC involves random unrestricted coding at intermediate…

网络与互联网体系结构 · 计算机科学 2015-06-08 Joshua Joy , Yu-Ting Yu , Victor Perez , Dennis Lu , Mario Gerla

In this paper, we describe an attack against one of the Oblivious-Transfer-based blind signatures scheme, proposed in [1]. An attacker with a primitive capability of producing specific-range random numbers, while exhibiting a partial MITM…

密码学与安全 · 计算机科学 2009-11-10 Stylianos Basagiannis , Panagiotis Katsaros , Andrew Pombortsis

Network coding is an elegant technique where, instead of simply relaying the packets of information they receive, the nodes of a network are allowed to combine \emph{several} packets together for transmission and this technique can be used…

网络与互联网体系结构 · 计算机科学 2013-03-12 Jen-Yeu Chen , Yi-ying Tseng

Machine learning has become an important component for many systems and applications including computer vision, spam filtering, malware and network intrusion detection, among others. Despite the capabilities of machine learning algorithms…

机器学习 · 统计学 2018-02-14 Andrea Paudice , Luis Muñoz-González , Andras Gyorgy , Emil C. Lupu

Large language models (LLMs) have been widely deployed as the backbone with additional tools and text information for real-world applications. However, integrating external information into LLM-integrated applications raises significant…

密码学与安全 · 计算机科学 2024-11-27 Jiongxiao Wang , Fangzhou Wu , Wendi Li , Jinsheng Pan , Edward Suh , Z. Morley Mao , Muhao Chen , Chaowei Xiao

We introduce randomized Limited View (LV) adversary codes that provide protection against an adversary that uses their partial view of the communication to construct an adversarial error vector to be added to the channel. For a codeword of…

信息论 · 计算机科学 2013-03-13 Reihaneh Safavi-Naini , Pengwei Wang

Nowadays, cyberattacks are growing exponentially, causing havoc to Internet users. In particular, authentication attacks constitute the major attack vector where intruders impersonate legitimate users to maliciously access systems or…

密码学与安全 · 计算机科学 2025-06-18 Ang Kok Wee , Eyasu Getahun Chekole , Jianying Zhou

Recent studies show that Graph Neural Networks (GNNs) are vulnerable to adversarial attack, i.e., an imperceptible structure perturbation can fool GNNs to make wrong predictions. Some researches explore specific properties of clean graphs…

机器学习 · 计算机科学 2022-03-23 Guangqian Yang , Yibing Zhan , Jinlong Li , Baosheng Yu , Liu Liu , Fengxiang He

Both fair machine learning and adversarial learning have been extensively studied. However, attacking fair machine learning models has received less attention. In this paper, we present a framework that seeks to effectively generate…

机器学习 · 计算机科学 2021-10-19 Minh-Hao Van , Wei Du , Xintao Wu , Aidong Lu

Sensor networks are vulnerable to \emph{false data injection attack} and \emph{path-based DoS} (PDoS) attack. While conventional authentication schemes are insufficient for solving these security conflicts, an \emph{en-route filtering}…

网络与互联网体系结构 · 计算机科学 2009-11-24 Chia-Mu Yu , Chun-Shien Lu , Sy-Yen Kuo

Off-policy Evaluation (OPE) methods are a crucial tool for evaluating policies in high-stakes domains such as healthcare, where exploration is often infeasible, unethical, or expensive. However, the extent to which such methods can be…

机器学习 · 计算机科学 2024-04-09 Elita Lobo , Harvineet Singh , Marek Petrik , Cynthia Rudin , Himabindu Lakkaraju

We propose a novel approach to improving software security called Cryptographic Path Hardening, which is aimed at hiding security vulnerabilities in software from attackers through the use of provably secure and obfuscated cryptographic…

软件工程 · 计算机科学 2012-02-03 Vijay Ganesh , Michael Carbin , Martin Rinard

Large-scale online service platforms face severe challenges from organized platform abuse: multiple forms such as credit card fraud and promotion abuse continually emerge, characterized by large numbers of involved accounts, rapid…

密码学与安全 · 计算机科学 2026-05-11 Meng He , Jia Long Loh

Many security techniques working at the physical layer need a correct channel state information (CSI) at the transmitter, especially when devices are equipped with multiple antennas. Therefore such techniques are vulnerable to pilot…

信息论 · 计算机科学 2016-09-09 Stefano Tomasin , Ingmar Land , Frédéric Gabry

Deep neural nets achieve state-of-the-art performance on the problem of optical flow estimation. Since optical flow is used in several safety-critical applications like self-driving cars, it is important to gain insights into the robustness…

计算机视觉与模式识别 · 计算机科学 2019-10-23 Anurag Ranjan , Joel Janai , Andreas Geiger , Michael J. Black

Protecting against link failures in communication networks is essential to increase robustness, accessibility, and reliability of data transmission. Recently, network coding has been proposed as a solution to provide agile and cost…

信息论 · 计算机科学 2016-11-17 Salah A. Aly , Ahmed E. Kamal

Patch adversarial attacks on images, in which the attacker can distort pixels within a region of bounded size, are an important threat model since they provide a quantitative model for physical adversarial attacks. In this paper, we…

机器学习 · 计算机科学 2021-01-11 Alexander Levine , Soheil Feizi

Traditionally, wireless network protocols have been designed for performance. Subsequently, as attacks have been identified, patches have been developed. This has resulted in an "arms race" development process of discovering vulnerabilities…

网络与互联网体系结构 · 计算机科学 2013-09-12 Jonathan Ponniah , Yih-Chun Hu , P. R. Kumar