Yi Liu's repositories
Federated-Learning-for-Traffic-Sign-Recognition
In this project, we build a simple federated deep learning model (i.e., LeNet model) that classifies 62 differents Belgian Traffic Signs.
Secure-aggregation-for-federated-learning
Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization
GradAttack
GradAttack is a Python library for easy evaluation of privacy risks in public gradients in Federated Learning, as well as corresponding mitigation strategies.
DataPoisoning_FL
Code for Data Poisoning Attacks Against Federated Learning Systems
annotated_latex_equations
Examples of how to create colorful, annotated equations in Latex using Tikz.
Federated-Learning-Empowered-Mobile-IoT-Devices-Practice-and-Algorithm-Design
Federated Learning Empowers Mobile IoT Devices: Practice and Algorithm Design
Federated-learning-for-internet-of-medical-of-things
Federated Learning for Internet of Medical of Things: A Comprehensive Survey
AsynDGAN
AsynDGAN project source code.
Computer-Networking-A-Top-Down-Approach-NOTES
《计算机网络－自顶向下方法(原书第6版)》编程作业，Wireshark实验文档的翻译和解答。
federated-boosted-dp-trees
Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"
Find-Influential-Papers-on-Google-Scholar
How to find influential papers on Google Scholar. For example, the most influential NLP papers on Google Scholar.
gan-compression
[CVPR 2020] GAN Compression: Efficient Architectures for Interactive Conditional GANs
invertinggradients
Algorithms to recover input data from their gradient signal through a neural network
PFL-Non-IID
The origin of the Non-IID phenomenon is the personalization of users, who generate the Non-IID data. With Non-IID (Not Independent and Identically Distributed) issues existing in the federated learning setting, a myriad of approaches has been proposed to crack this hard nut. In contrast, the personalized federated learning may take the advantage of the Non-IID data to learn the personalized model for each user. Thanks to @Stonesjtu, this platform can also record the GPU memory usage for the model.
poisoning-gradient-matching
Witches' Brew: Industrial Scale Data Poisoning via Gradient Matching
PPFL
Privacy-preserving Federated Learning with Trusted Execution Environments
pytorch-optimizer
torch-optimizer -- collection of optimizers for Pytorch
Research-Lab-Website
This is a simple static research lab website template which can be used by college students / professors.