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fedprox-1

Federated Optimization in Heterogeneous Networks (MLSys '20)

fedrecpapers

A project for collecting and showing the current research progress of FedRec

fedrolex

[NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan, and Mi Zhang

fl-optimal-client-sampling

fl-text-models

Federated learning with text DNNs for DATA 591 at University of Washington.

flash

flashe

[arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning

flbenchmark-toolkit

Federated Learning Framework Benchmark (UniFed)

flowblaze

FlowBlaze: Stateful Packet Processing in Hardware

flperf

Benchmark for Federated Learning

fltk

Federation Learning Toolkit

fmtl

Federated Multi-Task Learning

fold

Deep learning with dynamic computation graphs in TensorFlow

fppdl

code for TPDS paper "Towards Fair and Privacy-Preserving Federated Deep Models"

gaussiank-sgd

Understanding Top-k Sparsification in Distributed Deep Learning

geeps

GPU-specialized parameter server for GPU machine learning.

gfl

Galaxy Federated Learning Framework （星际联邦学习框架）

git-demo

gpunet

GPUnet is a native GPU networking layer that provides a socket abstraction over Infiniband to GPU programs for NVIDIA GPUs.

grace

GRACE - GRAdient ComprEssion for distributed deep learning

grouprox

gtopkssgd

gTop-k S-SGD: A Communication-Efficient Distributed Synchronous SGD Algorithm for Deep Learning

har-federated-transfer-learning-in-pytorch

This is an unofficial implementation of Federated Transfer Learning using UCI Smartphone dataset

hashingdeeplearning

Codebase for "SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems"

heterofl-computation-and-communication-efficient-federated-learning-for-heterogeneous-clients

HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients

horovod-1

Distributed training framework for TensorFlow, Keras, and PyTorch.

hscc

Control Theoretic Hysteresis Switching for Congestion Control (HSCC)

hugo-academic

The personal website framework for Hugo. Demo at

hygenicc

Hypervisor-based Generic Congestion Control for Data Centres

hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python