morningD / FlexCFLView external linksLinks
FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.
☆54Nov 16, 2022Updated 3 years ago
Alternatives and similar repositories for FlexCFL
Users that are interested in FlexCFL are comparing it to the libraries listed below
Sorting:
- FedGroup, A Clustered Federated Learning framework based on Tensorflow☆42Dec 2, 2021Updated 4 years ago
- Codebase for An Efficient Framework for Clustered Federated Learning.☆121Oct 22, 2020Updated 5 years ago
- fully ready experiments☆38Jul 18, 2022Updated 3 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆185Mar 16, 2021Updated 4 years ago
- FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution☆40Nov 13, 2022Updated 3 years ago
- ☆35May 23, 2021Updated 4 years ago
- ☆24Dec 4, 2023Updated 2 years ago
- ☆11Dec 8, 2020Updated 5 years ago
- 关于簇联邦学习的一个小小的改进。自动确定簇个数，提高簇模型精度，缓解用户孤立的问题☆35Apr 21, 2022Updated 3 years ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆158Apr 30, 2022Updated 3 years ago
- Implementation of the paper "Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems"☆46Dec 3, 2023Updated 2 years ago
- Official Code for PACFL AAAI 2023☆45Aug 6, 2023Updated 2 years ago
- Codes for the paper FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning☆47Feb 11, 2023Updated 3 years ago
- [ACM MobiCom 2022] "PyramidFL: Fine-grained Data and System Heterogeneity-aware Client Selection for Efficient Federated Learning" by Che…☆71Jul 25, 2022Updated 3 years ago
- [ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.0022…☆40Jan 30, 2023Updated 3 years ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆821Oct 20, 2025Updated 3 months ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆720Mar 24, 2023Updated 2 years ago
- Source code for "FedSoft: Soft Clustered Federated Learning with Proximal Local Updating"☆19Apr 28, 2022Updated 3 years ago
- A federated clustering approach with the corresponding unlearning mechanism (ICLR 2023)☆22Oct 12, 2023Updated 2 years ago
- This is the official repository of L-DAWA: Layer-wise Divergence Aware Weight Aggregation in Federated Self-Supervised Visual Representat…☆12May 20, 2024Updated last year
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆613Feb 26, 2024Updated last year
- ☆12Oct 28, 2023Updated 2 years ago
- ☆43Dec 8, 2021Updated 4 years ago
- Federated Dynamic Sparse Training☆32May 26, 2022Updated 3 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆309Apr 18, 2022Updated 3 years ago
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆166Nov 7, 2022Updated 3 years ago
- ☆11May 27, 2022Updated 3 years ago
- This is the official implementation of the ICML 2023 paper "Fair yet Asymptotically Equal Collaborative Learning"☆10May 29, 2023Updated 2 years ago
- 【CVPR 2023】Learning Federated Visual Prompt in Null Space for MRI Reconstruction☆48Apr 1, 2023Updated 2 years ago
- Repository that contains the code for the paper titled, 'Unifying Distillation with Personalization in Federated Learning'.☆13May 31, 2021Updated 4 years ago
- Similarity Guided Model Aggregation for Federated Learning☆26Mar 22, 2022Updated 3 years ago
- The official PyTorch implementation for the paper: "FedNoRo: Towards Noise-Robust Federated Learning By Addressing Class Imbalance and La…☆27Mar 16, 2024Updated last year
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆84Jun 5, 2023Updated 2 years ago
- Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems t…☆86Feb 7, 2024Updated 2 years ago
- A Sparse-tensor Communication Framework for Distributed Deep Learning☆13Nov 1, 2021Updated 4 years ago
- Code for the paper: Separate but togerher: Unsupervised Federated Learning for Speech Enhancement from non-iid data☆42Nov 1, 2021Updated 4 years ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆254Dec 2, 2023Updated 2 years ago
- This repo implements FedU, a multitask learning framework for federated learning☆28May 5, 2025Updated 9 months ago
- Code for Personalized Federated Learning with Gaussian Processes☆37Mar 3, 2022Updated 3 years ago