rruisong / pytorch_federated_learning
PyTorch Federated Learning (easy to use and extend)
☆202Updated 8 months ago
Related projects: ⓘ
- Implement FedAvg algorithm based on Tensorflow☆227Updated 3 years ago
- PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).☆94Updated 2 years ago
- ☆173Updated last year
- Standard federated learning implementations in FedLab and FL benchmarks.☆152Updated 7 months ago
- Overview of Federal Learning☆281Updated last year
- Configure one file for model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆93Updated this week
- Benchmark of federated learning. Dedicated to the community. 🤗☆472Updated this week
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆328Updated 3 months ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆111Updated last year
- On the Convergence of FedAvg on Non-IID Data☆251Updated last year
- 🔨 A toolbox for federated learning, aiming to provide implementations of FedAvg, FedProx, Ditto, etc. in multiple versions, such as Pyto…☆57Updated 11 months ago
- Heterogeneous Federated Learning: State-of-the-art and Research Challenges☆110Updated 3 months ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆160Updated 3 years ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆553Updated 6 months ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆77Updated last month
- Implementation of dp-based federated learning framework using PyTorch☆277Updated last year
- Code and data accompanying the FedGen paper☆234Updated last year
- Accenture Labs Federated Learning☆91Updated 6 months ago
- PyTorch implementation of FedPer (Federated Learning with Personalization Layers).☆61Updated 2 years ago
- Personalized federated learning codebase for research☆338Updated 11 months ago
- Releasing the source code Version1.☆122Updated 3 years ago
- PyTorch implementation of Per-FedAvg (Personalized Federated Learning: A Meta-Learning Approach).☆53Updated 8 months ago
- 机器学习和差分隐私的论文笔记和代码仓☆295Updated this week
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning☆101Updated 4 months ago
- Model-Contrastive Federated Learning (CVPR 2021)☆250Updated 2 years ago
- PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.☆111Updated 2 years 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☆140Updated 3 weeks ago
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆153Updated last year
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆126Updated 2 years ago
- ☆163Updated last month