Chenxing-Xuan / A-series-of-popular-science-in-federated-learning
☆30Updated 2 weeks ago
Related projects ⓘ
Alternatives and complementary repositories for A-series-of-popular-science-in-federated-learning
- Configure one file for model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆107Updated this week
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆132Updated 2 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆115Updated last year
- FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.☆45Updated last year
- Heterogeneous Federated Learning: State-of-the-art and Research Challenges☆123Updated 4 months ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆79Updated 3 months ago
- PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).☆97Updated 2 years ago
- The implementation of "Personalized Edge Intelligence via Federated Self- Knowledge Distillation".☆27Updated last year
- PyTorch implementation of SCAFFOLD (Stochastic Controlled Averaging for Federated Learning, ICML 2020).☆64Updated 2 years ago
- Simplified Implementation of FedPAC☆48Updated 11 months ago
- Pytorch implementations of some general federated optimization methods.☆36Updated 2 weeks ago
- ☆21Updated last year
- ☆174Updated last year
- [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…☆61Updated 2 months ago
- PyTorch implementation of Per-FedAvg (Personalized Federated Learning: A Meta-Learning Approach).☆55Updated 9 months ago
- [ICML 2022] "DisPFL: Towards Communication-Efficient Personalized Federated learning via Decentralized Sparse Training"☆67Updated 2 years ago
- ☆31Updated 2 years ago
- fully ready experiments☆32Updated 2 years ago
- ☆68Updated 2 years ago
- Codebase for An Efficient Framework for Clustered Federated Learning.☆105Updated 4 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆160Updated 3 years ago
- PyTorch implementation of Layer-wised Model Aggregation for Personalized Federated Learning☆81Updated last year
- FedGroup, A Clustered Federated Learning framework based on Tensorflow☆38Updated 2 years ago
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning☆110Updated 6 months ago
- ☆28Updated last year
- ☆73Updated 4 years ago
- Implementation of SCAFFOLD: Stochastic Controlled Averaging for Federated Learning☆62Updated last year
- Accenture Labs Federated Learning☆93Updated 7 months ago
- Tutorials and paper lists for federated learning☆64Updated 2 years ago