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adversarial-robustness-toolbox

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

attack_splitnn

measuring-frameworks, reveal the vulnerabilities of SplitNN

ec_schorr

fil_instance_encoding

Repo for NeurIPS '23 paper "Bounding the Invertibility of Privacy-Preserving Instance Encoding Using Fisher Information"

icws-23-hsfl

Code of "HSFL: Efficient and Privacy-Preserving Offloading for Split and Federated Learning in IoT Services" published on International Conference on Web Services (ICWS) 2023

infotopopy

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

ml-leaks

Code for the paper "ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models"

secretflow

A unified framework for privacy-preserving data analysis and machine learning

tappfl

aaai'24 面向feature inference的防御，采用了MI框架

tensorflow-privacy

Library for training machine learning models with privacy for training data