flash's repositories
AIJack
reveal the vulnerabilities of machine learning models
ATSPrivacy
AutoML, Privacy Preserving, Federated Learning
Awesome-Federated-Machine-Learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
breaching
Breaching privacy in federated learning scenarios for vision and text
CAM
Class Activation Mapping
Chinese-STD-GB-T-7714-related-csl
GB/T 7714相关的csl以及Zotero使用技巧及教程。
deep-compression
resnet 9 = [1,1,1,1], Learning both Weights and Connections for Efficient Neural Networks https://arxiv.org/abs/1506.02626
DeepFaceLab
DeepFaceLab is the leading software for creating deepfakes.
Detection_of_tooth_treatment_type
Deep learning-based approach for tooth and tooth restoration detection in panoramic radio graphs
Differential-Privacy-Based-Federated-Learning
Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )
dlg
[NeurIPS 2019] Deep Leakage From Gradients
Federated-Learning-with-Differential-Privacy
Implementation of dp-based federated learning framework using PyTorch
FedKD
Codes for FedKD
FLDetector
The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clients"
fullgrad-saliency
Full-gradient saliency maps
GLAUS
The official implementation of the TKDE paper "Reveal Your Images: Gradient Leakage Attack against Unbiased Sampling-Based Secure Aggregation".
LDPFL
Local Differential Privacy for Federated Learning
localsend
An open source cross-platform alternative to AirDrop
opacus
Training PyTorch models with differential privacy
plato
A new scalable federated learning research framework
PySyft
A library for answering questions using data you cannot see
pytorch-grad-cam
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
Robust-and-Fair-Federated-Learning
Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning".
shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
sunPytools
Useful tools for differential privacy
torch-cam
Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)
vnpy
基于Python的开源量化交易平台开发框架