scottshufe

awesome-gnn-privacy

This repository aims to provide links to works about privacy attacks and privacy preservation on graph data with Graph Neural Networks (GNNs).

Property-Inference-Attacks-Literature

ML-Leaks

An unofficial pyotrch implementation of "ML-Leaks:Model and Data Independent Membership Inference Attacks and Defenses on ML Models"

CTAug

Code for "Graph Contrastive Learning with Cohesive Subgraph Awareness"

LLMs-Privacy-Literature

prompt_leak_usenix2024

SelectiveForgetting

machine-unlearning

AmnesiacML

Methods for removing learned data from neural nets and evaluation of those methods

bad-teaching-unlearning

Official repo of the paper Can Bad Teaching Induce Forgetting? Unlearning in Deep Networks using an Incompetent Teacher accepted in AAAI 2023

SCRUB

awesome-healthcare

Curated list of awesome open source healthcare software, libraries, tools and resources.

dataset-inference

[ICLR'21] Dataset Inference for Ownership Resolution in Machine Learning

DPMLBench

This repository contains the implementation of DPMLBench: Holistic Evaluation of Differentially Private Machine Learning

PyHealth

A Deep Learning Python Toolkit for Healthcare Applications.

gnn-meta-attack

Implementation of the paper "Adversarial Attacks on Graph Neural Networks via Meta Learning".

property-inference-attacks

Modular framework for property inference attacks on deep neural networks

emoji-cheat-sheet

A markdown version emoji cheat sheet

rebMIGraph

machine_unlearning

Existing Literature about Machine Unlearning

GAP

GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation (USENIX Security '23)

ML-Doctor

Code for ML Doctor

K-Anonymity

Anonymization methods for network security.

dl-4-tsc

Deep Learning for Time Series Classification

pyts

A Python package for time series classification

SpCo

The source code of SpCo

MIAdefenseSELENA

[USENIX Security 2022] Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture

awesome-ml-privacy-attacks

An awesome list of papers on privacy attacks against machine learning

Black-box-Model-Inversion-Attribute-Inference

Semi-Leak