Alternatives and similar repositories for Federated-Learning-Research

Users that are interested in Federated-Learning-Research are comparing it to the libraries listed below

• liecn / PyramidFL
  [ACM MobiCom 2022] "PyramidFL: Fine-grained Data and System Heterogeneity-aware Client Selection for Efficient Federated Learning" by Che…
  ☆71Updated 3 years ago
• morningD / FlexCFL
  FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.
  ☆51Updated 2 years ago
• diaoenmao / HeteroFL-Computation-and-Communication-Efficient-Federated-Learning-for-Heterogeneous-Clients
  [ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients
  ☆174Updated 2 years ago
• yyyanbj / awesome-asynchronous-federated-learning
  📦 Collect some Asynchronous Federated Learning papers.
  ☆117Updated last year
• rong-dai / DisPFL
  [ICML 2022] "DisPFL: Towards Communication-Efficient Personalized Federated learning via Decentralized Sparse Training"
  ☆82Updated 3 years ago
• AIoT-MLSys-Lab / FedRolex
  [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…
  ☆64Updated last year
• cshjin / fedsimul
  A project for simulation of Asynchronous Federated Learning
  ☆21Updated 4 years ago
• morningD / GrouProx
  FedGroup, A Clustered Federated Learning framework based on Tensorflow
  ☆41Updated 3 years ago
• PKU-Chengxu / FLASH
  ☆47Updated 3 years ago
• ahmedcs / REFL
  Resource Efficient Federated Learning
  ☆24Updated 2 years ago
• chandra2thapa / SplitFed-When-Federated-Learning-Meets-Split-Learning
  Releasing the source code Version1.
  ☆172Updated 4 years ago
• jichan3751 / ifca
  Codebase for An Efficient Framework for Clustered Federated Learning.
  ☆119Updated 5 years ago
• jiangyuang / PruneFL
  This is the code repository for the following paper: "Model pruning enables efficient federated learning on edge devices".
  ☆94Updated 3 years ago
• tian1327 / flsim_dqn
  D-DQN Reinforcement Learning for device selection in Federated Learning
  ☆42Updated 2 years ago
• iQua / flsim
  A simulation framework for Federated Learning written in PyTorch
  ☆208Updated 3 years ago
• felisat / clustered-federated-learning
  Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints
  ☆177Updated 4 years ago
• NUAA-SmartSensing / FedModule
  联邦学习模块化框架，支持各类FL。A universal federated learning framework, free to switch thread and process modes
  ☆174Updated 4 months ago
• diwangs / asynchronous-federated-learning
  Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)
  ☆62Updated 2 years ago
• LuminLiu / HierFL
  Implementation of paper "Client-Edge-Cloud Hierarchical Federated Learning
  ☆136Updated 5 years ago
• TsingZ0 / FL-IoT
  This is a platform containing the datasets and federated learning algorithms in IoT environments.
  ☆68Updated 10 months ago
• SymbioticLab / Oort
  Oort: Efficient Federated Learning via Guided Participant Selection
  ☆129Updated 4 years ago
• AmanPriyanshu / FedPAQ-MNIST-implemenation
  An implementation of FedPAQ using different experimental parameters. We will be looking at different variations of how, r(number of clien…
  ☆22Updated 4 years ago
• lunan0320 / Federated-Learning-Knowledge-Distillation
  repo in several methods FedAvg, FedMD, FedProto, FedProx, FedHKD.
  ☆25Updated last year
• Chenxing-Xuan / A-series-of-popular-science-in-federated-learning
  ☆76Updated last year
• SMILELab-FL / FedLab-benchmarks
  Standard federated learning implementations in FedLab and FL benchmarks.
  ☆153Updated last year
• HyperionZhou / CMFL
  CMFL: Mitigating Communication Overhead for Federated Learning / PyTorch reimplementation.
  ☆29Updated 6 years ago
• Accenture / Labs-Federated-Learning
  Accenture Labs Federated Learning
  ☆105Updated last year
• yjlee22 / FedShare
  PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.
  ☆122Updated 3 years ago
• bt-s / Split-Learning-and-Federated-Learning
  Investigating Split Learning and Federate Learning
  ☆85Updated 5 years ago
• youngfish42 / fl-arxiv-daily
  🎓Automatically Update FL Papers Daily using Github Actions (Update Every 12th hours)
  ☆23Updated this week