fanqihang Goto Github PK

aggregathor

Byzantine-resilient distributed SGD with TensorFlow.

ai-lancet

AI-Lancet, backdoor removal

algorithm

awesome-federated-learning

Federated Learning Library: https://fedml.ai

bayes-by-backprop

" Weight Uncertainty in Neural Networks"

bayesian-resnet

bayesian_model_comparison

Supporing code for the paper "Bayesian Model Selection, the Marginal Likelihood, and Generalization".

corrupting_labels_with_distillation

Code for paper "Label Noise Types and Their Effects on Learning"

deep-forest

An implementation of Deep Forest 2021.2.1.

dlg

[NeurIPS 2019] Deep Leakage From Gradients

enhancing_sp

evaluatingdpml

This project's goal is to evaluate the privacy leakage of differentially private machine learning models.

federated

A collection of Google research projects related to Federated Learning and Federated Analytics.

federated_learning_with_local_differential_privacy

Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.

fednlp

FedNLP: A Research Platform for Federated Learning in Natural Language Processing

gan-leaks

Official implementation of "GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models" (CCS 2020)

influence-release

invertinggradients

Algorithms to recover input data from their gradient signal through a neural network

javadesignpattern

javascript-malware-collection

Collection of almost 40.000 javascript malware samples

label-only

Code for the paper: Breaching Membership Privacy with Labels-Only

machine-learning-diff-private-federated-learning

Simulate a federated setting and run differentially private federated learning.

membership_inference

Python package to create adversarial agents for membership inference attacks againts machine learning models

mia

A library for running membership inference attacks against ML models

mia_prune

Membership Inference Attacks and Defenses in Neural Network Pruning

miadefenseselena

ml-leaks

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

mpc-code

Sample code and build environments for MPC frameworks

myneuralcleanse

复现了下Neural Cleanse这篇论文，真的是简单而有效，发在了okaland

out-of-distribution

A simple and effective method for detecting out-of-distribution images in neural networks.