Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
We have also published a short paper at arXiv.
Full Changelog: https://github.com/Koukyosyumei/AIJack/compare/v0.0.1-beta.1...v0.0.1-beta.2
Full Changelog: https://github.com/Koukyosyumei/AIJack/compare/v0.0.1-alpha.2...v0.0.1-beta.1
| Example | Paper | |
|---|---|---|
| FedAVG | example | paper |
| FedProx | WIP | paper |
| FedKD | example | paper |
| FedMD | example | paper |
| FedGEMS | WIP | paper |
| DSFL | WIP | paper |
| SplitNN | example | paper |
| SecureBoost | example | paper |
| Attack Type | Example | Paper | |
|---|---|---|---|
| MI-FACE | Model Inversion | example | paper |
| DLG | Model Inversion | example | paper |
| iDLG | Model Inversion | example | paper |
| GS | Model Inversion | example | paper |
| CPL | Model Inversion | example | paper |
| GradInversion | Model Inversion | example | paper |
| GAN Attack | Model Inversion | example | paper |
| Shadow Attack | Membership Inference | example | paper |
| Norm attack | Label Leakage | example | paper |
| Delta Weights | Free Rider Attack | WIP | paper |
| Gradient descent attacks | Evasion Attack | example | paper |
| DBA | Backdoor Attack | WIP | paper |
| Label Flip Attack | Poisoning Attack | example | paper |
| History Attack | Poisoning Attack | example | paper |
| MAPF | Poisoning Attack | example | paper |
| SVM Poisoning | Poisoning Attack | example | paper |
| Defense Type | Example | Paper | |
|---|---|---|---|
| DPSGD | Differential Privacy | example | paper |
| Paillier | Homomorphic Encryption | example | paper |
| CKKS | Homomorphic Encryption | test | paper |
| Soteria | Others | example | paper |
| FoolsGold | Others | WIP | paper |
| Sparse Gradient | Others | example | paper |
| MID | Others | example | paper |