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Collection of all relevant Links
Jakob Heinrich edited this page Jun 3, 2021
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Team 1 Gitter Channel here
"Daily" Scrum Meetings every Tuesday at 9:00 AM here and every Thursday at 12:00 PM here
Sprint Review & Planning every even calendar week on Wednesday at 12:00 PM here
- [1] Explanation & Definitions of the Privacy Risk Score: Systematic Evaluation of Privacy Risks of Machine Learning Models
- [2] Explanation & Definitions of the Differential Training Privacy (DTP), an empirical metric to estimate the privacy risk: Towards Measuring Membership Privacy
- [3] Effective blackbox MIA's & How do MIAs work in general: Membership inference attacks against machine learning models
- [4] Explanation & Definitions of the Label-Only Membership Inference Attacks: Label-Only Membership Inference Attacks
- [1] inspire-group
- [1] tensorflow
- [2] adversarial-robustness-toolbox
- [4] adversarial-robustness-toolbox
- [4] adversarial-robustness-toolbox
- Running membership inference attacks on the Nursery data
- Python virtual environments tutorial
- TensorFlow notebook with examples of the use of the membership_probability (i.e. the privacy risk score)
- TensorFlow notebook with examples of the use of MIAs (i.e. the privacy risk score)
- Blogpost by Franziska explainging MIAs with tf privacy