v0.0.1-beta.2

What's Changed

• Update gradientinversion_server.py by @Koukyosyumei in #160
• Implement DPlis by @Koukyosyumei in #161
• Implement ModelReplacement by @Koukyosyumei in #163
• implement Model-Contrastive Federated Learning by @Koukyosyumei in #164
• Implement FedExP by @Koukyosyumei in #166

We have also published a short paper at arXiv.

Full Changelog: v0.0.1-beta.1...v0.0.1-beta.2

v0.0.1-beta.1

Overview

• Support new attack & defense algorithms
• Support debug module
• Implement a simple DBMS, which is compatible with Rain
• Solve some huge bottlenecks within gradient-based inversion attacks

What's Changed

• Patch for Inefficient GPU usage of GradInversion by @Koukyosyumei in #136
• add model_assertions by @Koukyosyumei in #141
• Create CITATION.cff by @Koukyosyumei in #142
• remove CKKS (to be re-implemented later) by @Koukyosyumei in #143
• Patch by @Koukyosyumei in #145
• Update poison_attack.py by @Koukyosyumei in #146
• AIValut by @Koukyosyumei in #147
• Update README.md by @Koukyosyumei in #148
• fix typos and paging by @Koukyosyumei in #149
• Fixpage by @Koukyosyumei in #150
• Neuron Coverage by @Koukyosyumei in #151
• Debugdocs by @Koukyosyumei in #152
• Implement PixelDP by @Koukyosyumei in #153
• 0.0.1-beta by @Koukyosyumei in #154
• Bctree1 by @Koukyosyumei in #155
• update by @Koukyosyumei in #156
• DIVA (WhiteBox) by @Koukyosyumei in #157
• Release 0.0.1beta.1 by @Koukyosyumei in #158

Full Changelog: v0.0.1-alpha.2...v0.0.1-beta.1

v0.0.1-alpha.2

• New documents and examples
• Implement AdaDPS
• Implement K-anonymity
• Refactoring Federated Learning
• Refactoring Membership Inference Attack

v0.0.1-alpha.1

v0.0.1-alpha

Distributed Learning

	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

	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

	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