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