[ICML 2022] "DisPFL: Towards Communication-Efficient Personalized Federated learning via Decentralized Sparse Training"
☆83Jul 12, 2022Updated 3 years ago
Alternatives and similar repositories for DisPFL
Users that are interested in DisPFL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Federated Dynamic Sparse Training☆32May 26, 2022Updated 3 years ago
- Decentralized federated learning of deep neural networks on non-iid data☆45Jun 9, 2022Updated 3 years ago
- This repository is the official implementation of 'EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Lea…☆14Aug 2, 2022Updated 3 years ago
- [ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients☆180Feb 27, 2023Updated 3 years ago
- [ICML2022] ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training☆23Oct 17, 2022Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- Understanding Top-k Sparsification in Distributed Deep Learning☆24Nov 15, 2019Updated 6 years ago
- FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning☆18Jun 2, 2022Updated 3 years ago
- A repository for LotteryFL re-implementation and experiments☆13Dec 18, 2020Updated 5 years ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆13Jun 21, 2021Updated 4 years ago
- ☆12Dec 26, 2024Updated last year
- ☆21Nov 10, 2023Updated 2 years ago
- ☆29May 26, 2023Updated 2 years ago
- This repository contains the code for the paper accepted by IJCAI-2022: Adapt to Adaptation: Learning Personalization for Cross-Silo Fede…☆12Sep 2, 2022Updated 3 years ago
- A powerful framework for decentralized federated learning with user-defined communication topology☆12Dec 14, 2021Updated 4 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- DeceFL: A Principled Decentralized Federated Learning Framework☆31Jan 25, 2023Updated 3 years ago
- The official implementation of the paper "Topology-aware Generalization of Decentralized SGD"☆37Mar 29, 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
- Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity☆42Oct 6, 2021Updated 4 years ago
- Python module for simulating gossip learning.☆40Jan 25, 2024Updated 2 years ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆85Jun 5, 2023Updated 2 years ago
- LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning (2021 IEEE/ACM Symposium on Edge Co…☆43Nov 16, 2022Updated 3 years ago
- A Decentralized Blockchain-Based Federated Learning Framework☆76Jul 10, 2023Updated 2 years ago
- Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank?☆15Mar 24, 2022Updated 4 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…☆66Aug 27, 2024Updated last year
- ☆68Jun 2, 2023Updated 2 years ago
- Communication-efficient decentralized SGD (Pytorch)☆24Mar 17, 2020Updated 6 years ago
- ☆15Dec 15, 2023Updated 2 years ago
- PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.☆125Jul 1, 2022Updated 3 years ago
- Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356☆75Sep 10, 2020Updated 5 years ago
- BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning☆33Feb 19, 2021Updated 5 years ago
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,434May 7, 2024Updated last year
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,093Jan 25, 2026Updated 2 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- PyTorch code for our paper "Resource-Adaptive Federated Learning with All-In-One Neural Composition" (NeurIPS2022)☆19Dec 4, 2022Updated 3 years ago
- Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge☆42Jun 30, 2022Updated 3 years ago
- [ICML 2023] Optimizing the Collaboration Structure in Cross-Silo Federated Learning. Wenxuan Bao, Haohan Wang, Jun Wu, Jingrui He.☆20Jul 25, 2023Updated 2 years ago
- Simulation codes for over-the-air federated learning via second-order optimization☆14Jan 27, 2022Updated 4 years ago
- Source code for "FedSoft: Soft Clustered Federated Learning with Proximal Local Updating"☆20Apr 28, 2022Updated 3 years ago
- Official implementation for paper "No One Idles: Efficient Heterogeneous Federated Learning with Parallel Edge and Server Computation", I…☆17Jul 26, 2023Updated 2 years ago
- Resource Efficient Federated Learning☆24Jan 13, 2023Updated 3 years ago