zlijingtao / Awesome-Split-Learning
A incomplete survey for Split Learning (comprehensive enough) and Federated Learning (only most representative works)
☆16Updated 3 years ago
Alternatives and similar repositories for Awesome-Split-Learning:
Users that are interested in Awesome-Split-Learning are comparing it to the libraries listed below
- CMFL: Mitigating Communication Overhead for Federated Learning / PyTorch reimplementation.☆28Updated 5 years ago
- demo☆19Updated 3 years ago
- ☆17Updated 2 years ago
- [ICLR2022] Efficient Split-Mix federated learning for in-situ model customization during both training and testing time☆43Updated 2 years ago
- This repository implements FEDL using pytorch☆54Updated 4 years ago
- This is the code repository for the following paper: "Model pruning enables efficient federated learning on edge devices".☆86Updated 2 years ago
- [ACM MobiCom 2022] "PyramidFL: Fine-grained Data and System Heterogeneity-aware Client Selection for Efficient Federated Learning" by Che…☆71Updated 2 years ago
- Adaptive gradient sparsification for efficient federated learning: an online learning approach☆18Updated 4 years ago
- [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…☆61Updated 7 months ago
- Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity☆42Updated 3 years ago
- Code for ScaleFL☆31Updated 2 years ago
- SCAFFOLD and FedAvg implementation☆60Updated 3 years ago
- reveal the vulnerabilities of SplitNN☆31Updated 2 years ago
- Federated Dynamic Sparse Training☆30Updated 2 years ago
- [ICML 2022] "DisPFL: Towards Communication-Efficient Personalized Federated learning via Decentralized Sparse Training"☆79Updated 2 years ago
- Federated learning with model quantization☆16Updated 3 years ago
- SRDS 2020: End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things☆108Updated 4 years ago
- FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.☆48Updated 2 years ago
- The open-souce code of FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data, accepted …☆18Updated last year
- ☆29Updated 5 years ago
- Implementation of the paper "Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems"☆46Updated last year
- Repo. for IPSN 2022 paper: "BalanceFL: Addressing Class Imbalance in Long-Tail Federated Learning".☆24Updated 2 years ago
- ☆30Updated 2 years ago
- ☆23Updated 4 years ago
- ☆54Updated 3 years ago
- LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning (2021 IEEE/ACM Symposium on Edge Co…☆42Updated 2 years ago
- Pytorch implementations of some general federated optimization methods.☆41Updated 6 months ago
- ☆12Updated 4 years ago
- SPATL: Salient Prameter Aggregation and Transfer Learning for Heterogeneous Federated Learning☆24Updated 2 years ago
- Decentralized federated learning of deep neural networks on non-iid data☆46Updated 2 years ago