Privacy Enhancing Technologies Yang Zhang

Semester Project

This page summarizes some resources to help you to conduct the semester project.

Dataset

There are multiple online datasets.

  • SNAP from Stanford (recommended): http://snap.stanford.edu/data/index.html
  • Arizona State University: http://socialcomputing.asu.edu/pages/datasets
  • UCI dataset: https://archive.ics.uci.edu/ml/datasets.php

Datasets we have at CISPA:

  • Location datasets from Instagram (https://yangzhangalmo.github.io/papers/CCS17.pdf)
  • Hashtag datasets (https://yangzhangalmo.github.io/papers/WWW18.pdf)

You can also collect datasets yourself

  • Twitter's API with Tweepy

Some papers

Attribute Inference:

  • paper: https://cs.stanford.edu/~jure/pubs/node2vec-kdd16.pdf
  • video: https://www.youtube.com/watch?v=1_QH5BEP5BM

Unicity of Location:

  • paper: https://www.nature.com/articles/srep01376
  • video: https://www.youtube.com/watch?v=DPqreIYe0UU
  • video: https://www.youtube.com/watch?v=kLMKYORwjTk

Membership Inference of Machine Learning:

  • paper: https://www.ndss-symposium.org/wp-content/uploads/2019/02/ndss2019_03A-1_Salem_paper.pdf
  • video: https://www.youtube.com/watch?v=uF-1uVPTXsg&list=PLfUWWM-POgQs9SPvg-UA-TNG7UVEcdz8l

Stealing Machine Learning Models:

  • paper: https://www.usenix.org/system/files/conference/usenixsecurity16/sec16_paper_tramer.pdf
  • video: https://www.usenix.org/conference/usenixsecurity16/technical-sessions/presentation/tramer

Training Data Property Inference:

  • paper: http://youngwei.com/pdf/PermuteInvariance.pdf
  • video: https://youtu.be/99YHPIsKzCc?list=PLn0nrSd4xjjbyUeai0oevMrT8_IwnBo4R

walk2friends:

  • paper: https://yangzhangalmo.github.io/papers/CCS17.pdf
  • video: https://www.youtube.com/watch?v=GSQ9JPuvU6U

Tagvisor:

  • paper: https://yangzhangalmo.github.io/papers/WWW18.pdf

 



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