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Search results for python federated learning
federated-learning
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python
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192 search results found
Pysyft
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9,188
Perform data science on data that remains in someone else's server
Fate
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5,366
An Industrial Grade Federated Learning Framework
Fedml
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3,946
FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, FEDML Nexus AI (https://nexus.fedml.ai) is the dedicated cloud service for generative AI
Flower
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3,545
Flower: A Friendly Federated Learning Framework
Secretflow
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2,101
A unified framework for privacy-preserving data analysis and machine learning
Federatedscope
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1,128
An easy-to-use federated learning platform
Awesome Fl
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1,103
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
Federated Learning
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1,042
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
Pfllib
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935
Personalized federated learning simulation platform with non-IID and unbalanced dataset
Medmnist
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903
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
Federated Learning Pytorch
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902
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
Openfl
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648
An open framework for Federated Learning.
Complete Life Cycle Of A Data Science Project
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499
Complete-Life-Cycle-of-a-Data-Science-Project
Niid Bench
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463
Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)
Fedscale
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347
FedScale is a scalable and extensible open-source federated learning (FL) platform.
Fl Bench
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316
Benchmark of federated learning. Dedicated to the community. 🤗
Federated Learning In Pytorch
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289
Handy PyTorch implementation of Federated Learning (for your painless research)
Fedjax
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240
FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.
Backdoors101
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231
Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.
Easyfl
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225
An easy-to-use federated learning platform
Personalizedfl
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223
Personalized federated learning codebase for research
Differential Privacy Based Federated Learning
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212
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. )
Awesome Edge Machine Learning
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200
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
Gfl
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186
Galaxy Federated Learning Framework (星际联邦学习框架)
Flamby
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177
Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to beat the leaderboard.
Syfertext
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176
A privacy preserving NLP framework
Msrflute
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164
Federated Learning Utilities and Tools for Experimentation
Tlbook Code
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163
Code for Transfer Learning book--《迁移学习导论》配套代码
Awesome Differential Privacy And Meachine Learning
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163
机器学习和差分隐私的论文笔记和代码仓
Breaching
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143
Breaching privacy in federated learning scenarios for vision and text
Async Fl
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123
一个万用联邦学习框架,自由切换线程和进程模式。A universal federated learning framework, free to switch thread and process modes
Fair_flearn
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121
Fair Resource Allocation in Federated Learning (ICLR '20)
Federatedgpt Shepherd
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118
Shepherd: A lightweight, foundational framework enabling federated instruction tuning for large language models
Federa
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107
FedERA is a modular and fully customizable open-source FL framework, aiming to address these issues by offering comprehensive support for heterogeneous edge devices and incorporating both standalone and distributed computing. It includes new software modules to enhance usability and promote environ- mental sustainability.
Pfedme
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101
Personalized Federated Learning (pFedMe) using Pytorch (NeurIPS 2020)
Moon
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98
Model-Contrastive Federated Learning (CVPR 2021)
Ambianic Edge
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98
The core runtime engine for Ambianic Edge devices.
Fedem
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92
Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)
Fedreid
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84
Implementation of Federated Learning to Person Re-identification (Code for ACMMM 2020 paper)
Kd3a
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81
Here is the official implementation of the model KD3A in paper "KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation".
Privpkt
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81
Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)
Heterofl Computation And Communication Efficient Federated Learning For Heterogeneous Clients
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79
HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients
Fcil
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73
This is the formal code implementation of the CVPR 2022 paper 'Federated Class Incremental Learning'.
Rayfed
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71
A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.
Awesome Asynchronous Federated Learning
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68
📦 Collect some Asynchronous Federated Learning papers.
Federated Learning
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62
An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch
Dba
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61
DBA: Distributed Backdoor Attacks against Federated Learning (ICLR 2020)
Arxiv Daily
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58
🎓 Automatically Update Some Fields Papers Daily using Github Actions (Update Every 12th hours)
Fedala
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56
AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning
Pyvertical
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52
Privacy Preserving Vertical Federated Learning
Asynchronous Federated Learning
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49
Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)
Byzantine Federeated Rl
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46
code for NeurIPS2021 paper on Federated Reinforcement Learning with Byzantine Resilience
Probabilistic Federated Neural Matching
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45
Bayesian Nonparametric Federated Learning of Neural Networks
Decentralized Ml
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42
Full stack service enabling decentralized machine learning on private data
Xfl
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41
An Efficient and Easy-to-use Federated Learning Framework.
Privacyfl
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39
A Simulator for Privacy Preserving Federated Learning
Flbenchmark Toolkit
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39
Federated Learning Framework Benchmark (UniFed)
Torchfl
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39
A Python library for rapid prototyping, experimenting, and logging of federated learning using state-of-the-art models and datasets. Built using PyTorch and PyTorch Lightning.
Fedtorch
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37
FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.
Flsim
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37
A simulation framework for Federated Learning written in PyTorch
Fedaudio
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36
[ICASSP 2023] FedAudio: A Federated Learning Benchmark for Audio and Speech Tasks
Oort
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36
Oort: Efficient Federated Learning via Guided Participant Selection
Redco
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35
MLSys Workshop NeurIPS 2023 - Redco: A Lightweight Tool to Automate Distributed Training and Inference
Fedao
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33
🔨 A toolbox for federated learning, aiming to provide implementations of FedAvg, FedProx, Ditto, etc. in multiple versions, such as Pytorch/Tensorflow, single-machine/distributed, synchronized/asynchronous.
Federated Learning Backdoor
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33
ICML 2022 code for "Neurotoxin: Durable Backdoors in Federated Learning" https://arxiv.org/abs/2206.10341
Addressing Class Imbalance Fl
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32
This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).
Fl Mrcm
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32
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning
Flpytorch
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30
FL_PyTorch: Optimization Research Simulator for Federated Learning
Fedshare
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30
PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.
Federated Pytorch Test
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27
Federated learning with PyTorch (federated averaging and consensus optimization): with 'reduced' bandwidth
Scaffold Pytorch
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26
Implementation of SCAFFOLD: Stochastic Controlled Averaging for Federated Learning
Federated Model Aggregation
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26
The Federated Model Aggregation (FMA) Service is a collection of installable python components that make up the generic workflow/infrastructure needed for federated learning.
Openfed
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26
A Comprehensive and Versatile Open-Source Federated Learning Framework
Fedadapt
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26
Adaptive Offloading of Federated Learning on IoT Devices
Openriskscore
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25
A python framework for risk scoring
Pfedla
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25
PyTorch implementation of Layer-wised Model Aggregation for Personalized Federated Learning
Collaborativefairfederatedlearning
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25
Official implementation of our work "Collaborative Fairness in Federated Learning."
Fed Att
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25
Attentive Federated Learning for Private NLM
P2pfl
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25
P2P Federated Learning (p2pfl) is a decentralized federated learning library, it allows creating basic federated learning systems on p2p networks using gossip protocols.
Flip
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24
FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning [ICLR‘23, Best Paper Award at ECCV’22 AROW Workshop]
Fedstellar
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24
Fedstellar: A Platform for Decentralized Federated Learning
Fkge
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23
Code for CIKM 2021 paper: Differentially Private Federated Knowledge Graphs Embedding (https://arxiv.org/abs/2105.07615)
Federated Learning Mini Framework
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22
Federated Learning mini-framework with Keras
Gossipy
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22
Python module for simulating gossip learning.
Communication In Cross Silo Fl
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21
Official code for "Throughput-Optimal Topology Design for Cross-Silo Federated Learning" (NeurIPS'20)
Fl Suite
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21
Federated Learning Suite
Shapleyvaluefl
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21
A pip library for calculating the Shapley Value for computing the marginal contribution of each client in a Federated Learning environment.
Sfat
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20
[ICLR 2023] "Combating Exacerbated Heterogeneity for Robust Models in Federated Learning"
Splitmix
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20
[ICLR2022] Efficient Split-Mix federated learning for in-situ model customization during both training and testing time
Scaffold Federated Learning
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20
PyTorch implementation of SCAFFOLD (Stochastic Controlled Averaging for Federated Learning, ICML 2020).
Nerlnet
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19
Nerlnet is a distributed machine learning platform for experiments and IoT deployment.
Fedaiot
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18
FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things
Crfl
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18
CRFL: Certifiably Robust Federated Learning against Backdoor Attacks (ICML 2021)
Fedpa
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18
Federated posterior averaging implemented in JAX
Fedcom
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18
🔬 FedCom为SWPU2022届本科毕业设计《基于社区检测的多任务聚类联邦学习》。本研究提出了一种多 federated learning, CFL)的新方法,该方法的特点是基于社区检测(community detection)来进行聚类簇的动态划分。
Private Ml For Health
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18
Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)
Federated
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18
Bachelor's Thesis in Computer Science: Privacy-Preserving Federated Learning Applied to Decentralized Data
Openlgd
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17
openLGD is a Python powered library for the statistical estimation of Credit Risk Loss Given Default models. It can be used both as standalone library and in a federated learning context where data remain in distinct (separate) servers
Private Cross Silo Fl
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17
[NeurIPS 2022] JAX/Haiku implementation of "On Privacy and Personalization in Cross-Silo Federated Learning"
Feddane
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17
FedDANE: A Federated Newton-Type Method (Asilomar Conference on Signals, Systems, and Computers ‘19)
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