JianXu95

FedPAC

Simplified Implementation of FedPAC

SignGuard

Fault_Diagnosis_CNN

leetcode

LeetCode Problems' Solutions

ArithmeticEncodingPython

Data Compression using Arithmetic Encoding in Python

awesome-federated-computing

:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.

Awesome-Incremental-Learning

Awesome Incremental Learning

Awesome-Pruning

A curated list of neural network pruning resources.

bitswap

Bit-Swap: Recursive Bits-Back Coding for Lossless Compression with Hierarchical Latent Variables

cinic-10

A drop-in replacement for CIFAR-10.

d2l-pytorch

This project reproduces the book Dive Into Deep Learning (www.d2l.ai), adapting the code from MXNet into PyTorch.

DeepLearning

Federated-Learning-PyTorch

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

FedMA

Code for Federated Learning with Matched Averaging, ICLR 2020.

FL-bench

Benchmark of federated learning, dedicated to the community.

Garfield

System Support for Byzantine Machine Learning

gradient-quantization

vector quantization for stochastic gradient descent .

hilloc

NIID-Bench

Federated Learning on Non-IID Data Silos: An Experimental Study

non-iid-dataset-for-personalized-federated-learning

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.

pytorch-classification

Classification with PyTorch.

pytorch-doc-zh

Pytorch 中文文档

resilientDistributedMTL

Code for Neurips 2020 paper "Byzantine Resilient Distributed Multi-Task Learning"

Shortest-LeetCode-Python-Solutions

Leet Code 刷题笔记 - - 不求最快最省，但求最短最优雅，Shorter is better here.

Soteria

Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"

speech_recognition

Speech recognition module for Python, supporting several engines and APIs, online and offline.

text_classification

all kinds of text classification models and more with deep learning

thuthesis

LaTeX Thesis Template for Tsinghua University

VRL-SGD

Code for paper: Variance Reduced Local SGD with Lower Communication Complexity