KarhouTam / FL-benchLinks
Benchmark of federated learning. Dedicated to the community. π€
β621Updated last month
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)β606Updated last year
- PyTorch Federated Learning (easy to use and extend)β267Updated last year
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.β787Updated 11 months ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakβ¦β396Updated 9 months ago
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.β182Updated last week
- Implement FedAvg algorithm based on Tensorflowβ253Updated 4 years ago
- Heterogeneous Federated Learning: State-of-the-art and Research Challengesβ153Updated 7 months ago
- Handy PyTorch implementation of Federated Learning (for your painless research)β448Updated last year
- β70Updated 9 months ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)β684Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorchβ304Updated 2 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraintsβ174Updated 4 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.β153Updated last year
- Master Federated Learning in 2 HoursβRun It on Your PC!β1,868Updated last month
- Personalized federated learning codebase for researchβ393Updated last year
- β177Updated 2 years ago
- On the Convergence of FedAvg on Non-IID Dataβ266Updated 2 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorchβ130Updated 2 years ago
- An easy-to-use federated learning platformβ298Updated last year
- Overview of Federal Learningβ293Updated 2 years ago
- θι¦ε¦δΉβ1,102Updated 2 years ago
- β866Updated last year
- Code and data accompanying the FedGen paperβ251Updated 9 months ago
- Paper notes and code for differentially private machine learningβ356Updated 8 months ago
- Model-Contrastive Federated Learning (CVPR 2021)β287Updated 3 years ago
- Accenture Labs Federated Learningβ104Updated last year
- β20Updated 2 years ago
- PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).β110Updated 3 years ago
- θι¦ε¦δΉ 樑εεζ‘ζΆοΌζ―ζεη±»FLγA universal federated learning framework, free to switch thread and process modesβ172Updated 2 months ago
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learningβ137Updated 9 months ago