KarhouTam / FL-benchLinks
Benchmark of federated learning. Dedicated to the community. π€
β658Updated 2 weeks ago
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)β293Updated last year
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.β810Updated last month
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakβ¦β413Updated last year
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.β216Updated 2 weeks ago
- Handy PyTorch implementation of Federated Learning (for your painless research)β460Updated 2 years ago
- Implement FedAvg algorithm based on Tensorflowβ263Updated 5 years ago
- β80Updated last year
- Heterogeneous Federated Learning: State-of-the-art and Research Challengesβ167Updated 11 months ago
- Master Federated Learning in 2 HoursβRun It on Your PC!β2,022Updated 2 weeks ago
- Personalized federated learning codebase for researchβ405Updated 2 years ago
- θι¦ε¦δΉβ1,142Updated 2 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)β706Updated 2 years ago
- An easy-to-use federated learning platformβ300Updated 2 years ago
- β182Updated 2 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorchβ132Updated 2 years ago
- Model-Contrastive Federated Learning (CVPR 2021)β293Updated 3 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraintsβ181Updated 4 years ago
- Overview of Federal Learningβ294Updated 2 years ago
- β884Updated last year
- Implementation of dp-based federated learning framework using PyTorchβ313Updated 2 years ago
- On the Convergence of FedAvg on Non-IID Dataβ271Updated 3 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.β153Updated last year
- β21Updated 2 years ago
- A PyTorch Implementation of Federated Learningβ1,486Updated last year
- Code and data accompanying the FedGen paperβ256Updated last year
- nips23-Dynamic Personalized Federated Learning with Adaptive Differential Privacyβ86Updated last year
- θι¦ε¦δΉ 樑εεζ‘ζΆοΌζ―ζεη±»FLγA universal federated learning framework, free to switch thread and process modesβ176Updated 6 months ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017β89Updated last year
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learningβ143Updated last year