Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints
☆187Mar 16, 2021Updated 5 years ago
Alternatives and similar repositories for clustered-federated-learning
Users that are interested in clustered-federated-learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Codebase for An Efficient Framework for Clustered Federated Learning.☆123Oct 22, 2020Updated 5 years ago
- 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
- FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution☆41Nov 13, 2022Updated 3 years ago
- fully ready experiments☆40Jul 18, 2022Updated 4 years ago
- ☆26Apr 3, 2020Updated 6 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- FedGroup, A Clustered Federated Learning framework based on Tensorflow☆42Dec 2, 2021Updated 4 years ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆162Apr 30, 2022Updated 4 years ago
- Code for Neural Networks journal paper - StoCFL: A stochastically clustered federated learning framework for Non-IID data with dynamic cl…☆13Apr 28, 2024Updated 2 years ago
- Official Code for PACFL AAAI 2023☆45Aug 6, 2023Updated 2 years ago
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆163Nov 7, 2022Updated 3 years ago
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,148Jan 25, 2026Updated 6 months ago
- Official code for "Personalized Federated Learning through Local Memorization" (ICML'22)☆44Jun 12, 2023Updated 3 years ago
- ☆35May 23, 2021Updated 5 years ago
- ☆16Aug 25, 2021Updated 4 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆617Feb 26, 2024Updated 2 years ago
- Leaf: A Benchmark for Federated Settings☆910Mar 24, 2023Updated 3 years ago
- 🔬 FedCom为SWPU2022届本科毕业设计《基于社区检测的多任务聚类联邦学习》。本研究提出了一种多任务聚类联邦学习（clustered federated learning, CFL）的新方法，该方法的特点是基于社区检测（community detection）来进…☆71Mar 29, 2023Updated 3 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆733Mar 24, 2023Updated 3 years ago
- DistFL: Distribution-aware Federated Learning for Mobile Scenarios☆12Mar 14, 2022Updated 4 years ago
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆342Dec 5, 2021Updated 4 years ago
- Federated Multi-Task Learning☆131Nov 11, 2018Updated 7 years ago
- Repo for MobiSys 2021 paper: "ClusterFL: A Similarity-Aware Federated Learning System for Human Activity Recognition".☆39Apr 4, 2023Updated 3 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆310Apr 18, 2022Updated 4 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆2,085May 30, 2024Updated 2 years ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆828Oct 20, 2025Updated 9 months ago
- Source code for "FedSoft: Soft Clustered Federated Learning with Proximal Local Updating"☆20Apr 28, 2022Updated 4 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☆36Apr 21, 2022Updated 4 years ago
- Official code implementation for "Personalized Federated Learning using Hypernetworks" [ICML 2021]☆198Feb 14, 2023Updated 3 years ago
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆2,005May 20, 2026Updated 2 months ago
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆190May 26, 2022Updated 4 years ago
- The implementation of "Continual Local Training for Better Initialization of Federated Models" (ICIP 2020).☆16May 27, 2020Updated 6 years ago
- This is an official Tensorflow-2 implementation of Federated Continual Learning with Inter-Client Weighted Transfer☆117Jun 2, 2021Updated 5 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆245Jul 25, 2024Updated 2 years ago
- ☆41Dec 8, 2021Updated 4 years ago
- Code for ICLR 2023 Paper Better Generative Replay for Continual Federated Learning☆34Apr 23, 2023Updated 3 years ago
- Code and data accompanying the FedGen paper☆263Oct 31, 2024Updated last year
- [NeurIPS'22 Spotlight] Federated Learning from Pre-Trained Models: A Contrastive Learning Approach☆44Apr 25, 2023Updated 3 years ago
- ☆15Dec 15, 2023Updated 2 years ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆688Jan 25, 2026Updated 6 months ago