zhang's repositories
AMT-GAN
The official implementation of our CVPR 2022 paper "Protecting Facial Privacy: Generating Adversarial Identity Masks via Style-robust Makeup Transfer".
CenterTrack
Simultaneous object detection and tracking using center points.
dbn-based-nids
An Intrusion Detection System based on Deep Belief Networks
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. )
encrypted_ai_finance
Credit Approval Classification Deep Learning Model using Differential Drivacy, Secure Multi-Party Computation, and Federated Learning
Fed-CDP
Gradient-Leakage Resilient Federated Learning
federated-learning-FedAvg
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
FL-WBC
Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective".
flguard_eval
Personal evaluations of the FLGuard algorithm proposed by Nguyen et al.
FoolsGold
A sybil-resilient distributed learning protocol.
GraphMI
Official Pytorch implementation of IJCAI'21 paper "GraphMI: Extracting Private Graph Data from Graph Neural Networks"
MLSys2022_anonymous
Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"
PPFL
Experiments done in paper 'Privacy-preserving Median Selection and Secure Aggregation in Federated Learning'
SecureAggregation
personal implementation of secure aggregation protocol
Shamir
Secure Aggregation with Shamir’s Method
signsgd-fault-tolerance
Unofficial implementation of SignSGD to assess its robustness to adversaries.
slalom
Fast, Verifiable and Private Execution of Neural Networks in Trusted Hardware
UnlearningLeaks
Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)
viceroy
A project evaluating some novel attacks against federated learning defenses