rruisong / pytorch_federated_learning
PyTorch Federated Learning (easy to use and extend)
☆236Updated last year
Alternatives and similar repositories for pytorch_federated_learning:
Users that are interested in pytorch_federated_learning are comparing it to the libraries listed below
- Implement FedAvg algorithm based on Tensorflow☆237Updated 4 years ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆534Updated this week
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆125Updated last month
- ☆174Updated last year
- Heterogeneous Federated Learning: State-of-the-art and Research Challenges☆142Updated last month
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆364Updated 3 months ago
- Standard federated learning implementations in FedLab and FL benchmarks.☆156Updated last year
- PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).☆102Updated 2 years ago
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning☆121Updated 2 months ago
- ☆53Updated 3 months ago
- Overview of Federal Learning☆286Updated last year
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆576Updated 11 months ago
- Bilibili丸一口的笔录☆14Updated last month
- 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☆157Updated last week
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆121Updated last year
- On the Convergence of FedAvg on Non-IID Data☆257Updated 2 years ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆76Updated 6 months ago
- Implementation of dp-based federated learning framework using PyTorch☆292Updated last year
- Personalized federated learning codebase for research☆364Updated last year
- PyTorch implementation of FedPer (Federated Learning with Personalization Layers).☆67Updated 2 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆162Updated 3 years ago
- Code and data accompanying the FedGen paper☆245Updated 2 months ago
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆135Updated 2 years ago
- PyTorch implementation of Per-FedAvg (Personalized Federated Learning: A Meta-Learning Approach).☆59Updated last year
- Releasing the source code Version1.☆139Updated 3 years ago
- Accenture Labs Federated Learning☆96Updated 10 months ago
- An easy-to-use federated learning platform☆298Updated last year
- Model-Contrastive Federated Learning (CVPR 2021)☆269Updated 2 years ago
- PyTorch implementation of Layer-wised Model Aggregation for Personalized Federated Learning☆84Updated last year
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆158Updated 2 years ago