KarhouTam / FL-bench
Benchmark of federated learning. Dedicated to the community. π€
β534Updated this week
Alternatives and similar repositories for FL-bench:
Users that are interested in FL-bench are comparing it to the libraries listed below
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)β576Updated 11 months ago
- PyTorch Federated Learning (easy to use and extend)β236Updated last year
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.β752Updated 5 months ago
- 37 traditional FL (tFL) or personalized FL (pFL) algorithms, 3 scenarios, and 24 datasets. www.pfllib.com/β1,595Updated last month
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakβ¦β364Updated 3 months ago
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.β125Updated last month
- Personalized federated learning codebase for researchβ364Updated last year
- Federated Optimization in Heterogeneous Networks (MLSys '20)β661Updated last year
- An easy-to-use federated learning platformβ298Updated last year
- Handy PyTorch implementation of Federated Learning (for your painless research)β422Updated last year
- Implement FedAvg algorithm based on Tensorflowβ237Updated 4 years ago
- Implementation of dp-based federated learning framework using PyTorchβ292Updated last year
- A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561β1,330Updated 6 months ago
- Heterogeneous Federated Learning: State-of-the-art and Research Challengesβ142Updated last month
- Model-Contrastive Federated Learning (CVPR 2021)β269Updated 2 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.β156Updated last year
- Code and data accompanying the FedGen paperβ245Updated 2 months ago
- On the Convergence of FedAvg on Non-IID Dataβ257Updated 2 years ago
- Overview of Federal Learningβ286Updated last year
- β174Updated last year
- θι¦ε¦δΉβ1,049Updated last year
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyondβ1,841Updated 7 months ago
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.β677Updated 3 months ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraintsβ162Updated 3 years ago
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)β1,594Updated 3 weeks ago
- β818Updated 6 months ago
- Paper notes and code for differentially private machine learningβ342Updated 2 months ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)β293Updated 2 years ago
- An experimental platform for federated learning.β567Updated last month
- θι¦ε¦δΉ 樑εεζ‘ζΆοΌζ―ζεη±»FLγA universal federated learning framework, free to switch thread and process modesβ157Updated last week