KarhouTam / FL-benchLinks
Benchmark of federated learning. Dedicated to the community. π€
β632Updated this week
Alternatives and similar repositories for FL-bench
Users that are interested in FL-bench are comparing it to the libraries listed below
Sorting:
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)β609Updated last year
- PyTorch Federated Learning (easy to use and extend)β274Updated last year
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakβ¦β399Updated 10 months ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.β788Updated last year
- Implement FedAvg algorithm based on Tensorflowβ256Updated 4 years ago
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.β195Updated 3 weeks ago
- β75Updated 10 months ago
- Handy PyTorch implementation of Federated Learning (for your painless research)β450Updated last year
- Heterogeneous Federated Learning: State-of-the-art and Research Challengesβ157Updated 8 months ago
- Overview of Federal Learningβ293Updated 2 years ago
- Master Federated Learning in 2 HoursβRun It on Your PC!β1,903Updated 3 weeks ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)β693Updated 2 years ago
- On the Convergence of FedAvg on Non-IID Dataβ268Updated 2 years ago
- Personalized federated learning codebase for researchβ394Updated last year
- β177Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorchβ307Updated 2 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorchβ130Updated 2 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraintsβ176Updated 4 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.β153Updated last year
- β873Updated last year
- PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).β111Updated 3 years ago
- Model-Contrastive Federated Learning (CVPR 2021)β290Updated 3 years ago
- An easy-to-use federated learning platformβ298Updated 2 years ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017β87Updated last year
- β20Updated 2 years ago
- θι¦ε¦δΉβ1,115Updated 2 years ago
- A PyTorch Implementation of Federated Learningβ1,442Updated last year
- Paper notes and code for differentially private machine learningβ357Updated 2 weeks ago
- θι¦ε¦δΉ 樑εεζ‘ζΆοΌζ―ζεη±»FLγA universal federated learning framework, free to switch thread and process modesβ173Updated 3 months ago
- Code and data accompanying the FedGen paperβ251Updated 10 months ago