sxontheway / BalanceFL
Repo. for IPSN 2022 paper: "BalanceFL: Addressing Class Imbalance in Long-Tail Federated Learning".
☆20Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for BalanceFL
- Federated Dynamic Sparse Training☆29Updated 2 years ago
- This is the code repository for the following paper: "Model pruning enables efficient federated learning on edge devices".☆79Updated 2 years ago
- Repo for MobiSys 2021 paper: "ClusterFL: A Similarity-Aware Federated Learning System for Human Activity Recognition".☆34Updated last year
- LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning (2021 IEEE/ACM Symposium on Edge Co…☆38Updated last year
- Code for ScaleFL☆29Updated last year
- ☆23Updated 3 years ago
- Diverse Client Selection for Federated Learning via Submodular Maximization☆28Updated 2 years ago
- Official PyTorch implementation of DENSE (NeurIPS 2022)☆25Updated last year
- SPATL: Salient Prameter Aggregation and Transfer Learning for Heterogeneous Federated Learning☆21Updated last year
- [UbiComp/IMWUT '23] Hierarchical Clustering-based Personalized Federated Learning for Robust and Fair Human Activity Recognition☆23Updated 6 months ago
- Pytorch implementations of some general federated optimization methods.☆36Updated 2 weeks ago
- [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…☆61Updated 2 months ago
- Adaptive gradient sparsification for efficient federated learning: an online learning approach☆17Updated 4 years ago
- Papers related to federated learning in top conferences (2020-2024).☆66Updated 3 weeks ago
- FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.☆45Updated last year
- This is a platform containing the datasets and federated learning algorithms in IoT environments.☆54Updated 2 years ago
- ☆55Updated 3 years ago
- [ICML 2022] "DisPFL: Towards Communication-Efficient Personalized Federated learning via Decentralized Sparse Training"☆67Updated 2 years ago
- [ICLR2022] Efficient Split-Mix federated learning for in-situ model customization during both training and testing time☆40Updated last year
- Simplified Implementation of FedPAC☆48Updated 11 months ago
- Implementation of the paper "Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems"☆46Updated 11 months ago
- A project for simulation of Asynchronous Federated Learning☆20Updated 3 years ago
- [ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (http…☆63Updated last year
- fully ready experiments☆32Updated 2 years ago
- FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution☆32Updated last year
- A federated clustering approach with the corresponding unlearning mechanism (ICLR 2023)☆18Updated last year
- [ACM MobiCom 2022] "PyramidFL: Fine-grained Data and System Heterogeneity-aware Client Selection for Efficient Federated Learning" by Che…☆67Updated 2 years ago
- ☆14Updated last year
- (NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"☆77Updated last year
- This repository contains the code for the paper accepted by IJCAI-2022: Adapt to Adaptation: Learning Personalization for Cross-Silo Fede…☆12Updated 2 years ago