Suha Sabi Hussain

Results 38 issues of Suha Sabi Hussain

**Is your feature request related to a problem? Please describe.** When running multiple attacks, it should be easy to compare the effectiveness of each one. **Describe the solution you'd like.**...

good first issue
user-facing
blocked
metrics visualization

**Is your feature request related to a problem? Please describe.** With the new security updates and other changes, [HopSkipJump-based extraction](https://github.com/trailofbits/PrivacyRaven/blob/master/src/privacyraven/extraction/synthesis.py) no longer works. We need to fix it so that...

bug
extraction

**Is your feature request related to a problem? Please describe.** We want every model extraction attack to be achievable in PrivacyRaven. This does not include side channel, white-box, full or...

good first issue
help wanted
extraction
user-facing

Comment with a design document explaining your solution. One potential solution is to watermark the models/"hide" the PrivacyRaven logo or some key inside the mode.

question
user-facing

**Describe the solution you'd like.** I would like a new folder in `src` with a plethora of metrics. **Detail any additional context.** [This is a list of papers](https://github.com/stratosphereips/awesome-ml-privacy-attacks). For each...

Follow ["Neural Network Inversion in Adversarial Setting via Background Knowledge Alignment"](https://dl.acm.org/doi/pdf/10.1145/3319535.3354261?casa_token=lDNQ40-4Wa4AAAAA%3Ap9olQ3qMdDZ0n2sl-nNIgk4sOuLRMBTGVTxycZ5wjGpnFPf5lTz-MYw0e8ISggSseHC9T46it5yX) We should revise the current implementation.

inversion

**Is your feature request related to a problem? Please describe.** Instead of a list of bullet points, it would be nice to reorganize the file into sections. It would be...

documentation
needs validation

**Is your feature request related to a problem? Please describe.** PrivacyRaven should be able to verify machine unlearning techniques as per [Towards Probabilistic Verification of Machine Unlearning](https://arxiv.org/abs/2003.04247) and other relevant...

user-facing

**Is your feature request related to a problem? Please describe.** We would like for PrivacyRaven to be able to audit differentially private machine learning implementations. **Detail any additional context.** Relevant...

user-facing