HongshengHu's repositories
pytorch-generative-model-collections
Collection of generative models in Pytorch version.
ann-benchmarks
Benchmarks of approximate nearest neighbor libraries in Python
Attacks-on-Machine-Learning
Survey of attacks on not just only Machine Learning, but Deep Learning
backdoor_federated_learning
Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)
datasets
Processed datasets that we have used in our research
federated-learning
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
Federated-Learning-PyTorch
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
FedGen
Code and data accompanying the FedGen paper
FedProx
Federated Optimization in Heterogeneous Networks (MLSys '20)
FRAUD-Detect
Official implementation of Washing The Unwashable : On The (Im)possibility of Fairwashing Detection, NeurIPS 2022
GAN-Leaks
Official implementation of "GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models" (CCS 2020)
graph-adversarial-learning-literature
A curated list of adversarial attacks and defenses papers on graph-structured data.
Hidden-Trigger-Backdoor-Attacks
Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"
label-consistent-backdoor-code
Code for "Label-Consistent Backdoor Attacks"
membership-inference-evaluation
Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models
NDSS21-Model-Poisoning
Code for NDSS 2021 Paper "Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses Against Federated Learning"
privacy
Library for training machine learning models with privacy for training data
pull-request-test
create a pull request test repo
pytorch-cifar
95.47% on CIFAR10 with PyTorch
PyTorch-GAN
PyTorch implementations of Generative Adversarial Networks.
vision
Datasets, Transforms and Models specific to Computer Vision
WatermarkNN
Watermarking Deep Neural Networks (USENIX 2018)