Echo-Wxl / Federated-Learning
Overview of Federal Learning
☆291Updated 2 years ago
Alternatives and similar repositories for Federated-Learning:
Users that are interested in Federated-Learning are comparing it to the libraries listed below
- PyTorch Federated Learning (easy to use and extend)☆254Updated last year
- Implement FedAvg algorithm based on Tensorflow☆250Updated 4 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.☆155Updated last year
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆154Updated 2 weeks ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆594Updated last year
- An easy-to-use federated learning platform☆298Updated last year
- On the Convergence of FedAvg on Non-IID Data☆267Updated 2 years ago
- ☆175Updated 2 years ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆578Updated this week
- ☆192Updated 8 months ago
- 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☆170Updated last month
- 联邦学习☆1,080Updated 2 years ago
- ☆847Updated 9 months ago
- Personalized federated learning codebase for research☆387Updated last year
- Implementation of dp-based federated learning framework using PyTorch☆301Updated 2 years ago
- Paper notes and code for differentially private machine learning☆357Updated 5 months ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆764Updated 8 months ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆387Updated 6 months ago
- ☆175Updated 6 months ago
- Heterogeneous Federated Learning: State-of-the-art and Research Challenges☆149Updated 4 months ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆128Updated last year
- Model-Contrastive Federated Learning (CVPR 2021)☆278Updated 2 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆172Updated 4 years ago
- Code and data accompanying the FedGen paper☆253Updated 6 months ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆82Updated 9 months ago
- 🔨 A toolbox for federated learning, aiming to provide implementations of FedAvg, FedProx, Ditto, etc. in multiple versions, such as Pyto…☆67Updated last year
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆693Updated 6 months ago
- Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习☆623Updated 4 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆681Updated 2 years ago
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning☆130Updated 5 months ago