[PDF] Top 20 Website Fingerprinting using Deep Learning
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Website Fingerprinting using Deep Learning
... • The TF approach: We use the same experimental settings for training and testing processes as described in the EXP1 and EXP2 Result Table 4.7 shows the performance of WF attacks regardless of website’s labels ... See full document
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Using Packet Timing Information in Website Fingerprinting
... 3.2 Deep Learning in WF Attack ...of deep learning (DL) effectiveness in traffic analysis [ 3 ...their deep learning model, with a simple input data representation based on ... See full document
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Fingerprinting Attack on Tor Anonymity using Deep Learning
... a fingerprinting attack to analyze Tor traffic in order to detect users who access illegal ...websites. Using a fingerprinting attack, we can identify a website that a user accesses on the ... See full document
6
Fingerprinting Mobile Applications with Deep Learning
... Finally, if correct and no sign of improvements is observed within a specific number of epochs, early stopping stops further model training. 3.2.2 CNN Hyper-parameters Tuning When implementing a CNN model, two key ... See full document
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Identification of Phishing Website using Deep Learning Algorithm
... Key Words: Deep learning; Machine learning; Phishing website; Random forest; URL. 1. INTRODUCTION Internet technology has grown so extensively over the last few decades from online social ... See full document
6
Deep Learning for RF Fingerprinting: A Massive Experimental Study
... We conduct additional experiments on ADS-B dataset (task 1D) to demonstrate that we are not learning the device ID. The signal format of ADS-B has a sync pulse that lasts 8 ms (800 samples) followed by either 56 ... See full document
8
Deep learning based pipeline for fingerprinting using brain functional MRI connectivity data
... for using deep-learning as a form of improving the brain functional connectivity- based fingerprinting process which is based in functional Magnetic Resonance Imaging (fMRI) data-processing ... See full document
6
Improved Website Fingerprinting on Tor
... new website fingerprinting techniques that achieve a higher classification accuracy on Tor than previous ...by using the more fundamental Tor cells as a unit of data rather than TCP/IP ...loaded. ... See full document
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Improved Website Fingerprinting on Tor
... Using our improved techniques, we demonstrated a marked im- provement in accuracy with open-world experiments on Alexa’s top 1000 sites to emulate an attacker with a limited set of modelled sites. With our ... See full document
12
Website Fingerprinting: Attacks and Defenses
... examine website fingerprinting defenses rather than ...category using one of the above ...on website fingerprinting in ...results using this approach, but we will not include the ... See full document
202
A Critical Evaluation of Website Fingerprinting Attacks
... Recent studies on Website Fingerprinting (WF) claim to have found highly effective attacks on Tor. However, these studies make assumptions about user settings, adversary ca- pabilities, and the nature of ... See full document
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On Realistically Attacking Tor with Website Fingerprinting
... ABSTRACT Website fingerprinting allows a local, passive observer monitoring a web-browsing client’s encrypted channel to determine her web ...that website fingerprinting could be a threat to ... See full document
12
Effective Attacks and Provable Defenses for Website Fingerprinting
... that using an attack which exploits the multi-modal property of web pages with the k-Nearest Neighbour classifier gives us a much higher accuracy than previous ... See full document
15
Efficient, Effective, and Realistic Website Fingerprinting Mitigation
... Figure 6 shows the classification accuracy for varying amount of noise added to original traces. Figure 7 shows the bandwidth overhead in % of the extra network traffic generated. The two basic cover traffic algorithms ... See full document
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Efficient, Effective, and Realistic Website Fingerprinting Mitigation
... accuracy using the Random Forest algorithm when varying the sample ...one website as noise each time and by k = 10 for randomly adding one of ten websites as ... See full document
15
Learning Abstract Classes using Deep Learning
... classes using a standard CNN not because we assume that they will perform better on the tasks than other, possibly much simpler methods, but because we want to gain insights into CNNs and how they perform on tasks ... See full document
5
Deep learning evaluation using deep linguistic processing
... The advantage of artificial data in this paper is not seen in its capacity to improve existing models by augmenting training data, although this would be conceivable. Instead we are interested in its capacity to provide ... See full document
7
Applicability of Website Fingerprinting Attack on Tor Encrypted Traffic
... By using the Tor network, a user can browser without anyone know the truth of the communication ...the Website Fingerprinting (WF) attack, a subset of passive traffic analysis ... See full document
6
Website Fingerprinting in Onion Routing Based Anonymization Networks
... resist website fingerprinting attacks under certain ...for website fingerprinting solely based on volume, time, and direction of the ... See full document
11
Touching from a Distance: Website Fingerprinting Attacks and Defenses
... pages using their browser’s “Back” and “Forward” buttons and by typing a URL directly into the location ...buttons using an HMM, since that would require augmenting the HMM with a ... See full document
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