distrinet / dlwf

Source code for our NDSS'18 paper "Automated Website Fingerprinting through Deep Learning"

This is the source code used for the research paper Automated Website Fingerprinting through Deep Learning:

https://tor-wf-dl.distrinet-research.be/

The code is currently not maintained, email us for updates: [email protected]

If you found our framework or data useful for your research, please cite:

@inproceedings{Rimmer2018,
  title={Automated Website Fingerprinting through Deep Learning},
  author={Rimmer, Vera and Preuveneers, Davy and Juarez, Marc and Van Goethem, Tom and Joosen, Wouter},
  booktitle={Proceedings of the 25nd Network and Distributed System Security Symposium (NDSS 2018)},
  year={2018},
  organization={Internet Society}
}

The datasets used for the evaluation are available to download under these links:

Closed World --

https://tor-wf-dl.distrinet-research.be/files/tor_100w_2500tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_200w_2500tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_500w_2500tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_900w_2500tr.npz

Open World --

https://tor-wf-dl.distrinet-research.be/files/tor_open_200w_2000tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_open_400000w.npz

Concept drift --

https://tor-wf-dl.distrinet-research.be/files/tor_time_test3d_200w_100tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_time_test10d_200w_100tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_time_test2w_200w_100tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_time_test4w_200w_100tr.npz

https://tor-wf-dl.distrinet-research.be/files/tor_time_test6w_200w_100tr.npz

dlwf's Issues

Some questions about configuring the environment

Environment configuration

I see in your paper that you use Theano as the back end and Keras as the front end. Can you tell me the system on which you run this code and the version of the relevant package in the Python environment? Thank you very much!

about code

hi，i need some help and i'm a novice 。
i couldn‘t find def load_tor_data used in line 260-270 of the main.py.

Inquiry about AWF datase tissues

test

About dataset

Hi there,

While download closed-world dataset(https://distrinet.cs.kuleuven.be/software/tor-wf-dl/files/tor_100w_2500tr.npz), I found that there has some 'None' label in it, which caused error "expected dense_1 to have shape (100,) but got array with shape (101,)". Could you give some advices about this?

And, npz files you provided can be used directly, so is folder 'preprogress' unnecessary?

dataset download

Clicking on the link for a dataset does not download the dataset, but rather takes you back and forth between different web pages.

requirements.txt

We want to verify your results. Could you upload requirements.txt ?

Best Regards

Dataset link has expired

Your dataset link will not download any content. We hope you can take the time to solve this problem