This is the code repository for the following paper: "Model pruning enables efficient federated learning on edge devices".
☆96May 9, 2022Updated 3 years ago
Alternatives and similar repositories for PruneFL
Users that are interested in PruneFL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆22Apr 6, 2021Updated 4 years ago
- Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity☆42Oct 6, 2021Updated 4 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
- [ICML2024] "FedLMT: Tackling System Heterogeneity of Federated Learning via Low-Rank Model Training with Theoretical Guarantees" by Jiaha…☆14Sep 22, 2024Updated last year
- [ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients☆180Feb 27, 2023Updated 3 years ago
- 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.
- Adaptive gradient sparsification for efficient federated learning: an online learning approach☆18Oct 31, 2020Updated 5 years ago
- Official implementation of DapperFL.☆13Oct 29, 2024Updated last year
- Every work on Federated Learning Pruning☆23Feb 10, 2023Updated 3 years ago
- Code for paper "Accelerating Federated Learning for IoT in Big Data Analytics with Pruning, Quantization and Selective Updating"☆12Aug 22, 2025Updated 7 months ago
- Implementation of the FedPM framework by the authors of the ICLR 2023 paper "Sparse Random Networks for Communication-Efficient Federated…☆30Feb 10, 2023Updated 3 years ago
- ☆15Dec 15, 2023Updated 2 years ago
- Federated Dynamic Sparse Training☆32May 26, 2022Updated 3 years ago
- The official code for ICDM2023 paper: ' FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization'☆14Aug 16, 2024Updated last year
- Federated learning with model quantization☆16Nov 28, 2021Updated 4 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- ☆12Dec 26, 2024Updated last year
- Code for paper "Adaptive Federated Learning in Resource Constrained Edge Computing Systems"☆292May 7, 2025Updated 10 months ago
- this is the python implementation of the paper ```A Joint Learning and Communications Framework for Federated Learning over Wireless Netw…☆19Dec 6, 2023Updated 2 years ago
- Communication-Efficient Federated Learning through Adaptive Weight Clustering and Server-Side Distillation☆24May 22, 2024Updated last year
- This is a repository for the implementation of the paper "Green, Quantized Federated Learning over Wireless Networks: An Energy-Efficient…☆14Jul 1, 2023Updated 2 years ago
- Code for ScaleFL☆34Dec 11, 2025Updated 3 months ago
- Code and data accompanying the FedGen paper☆260Oct 31, 2024Updated last year
- This repository is the official implementation of 'EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Lea…☆14Aug 2, 2022Updated 3 years ago
- Code for paper ``Communication-Efficient Federated Learning with Binary Neural Networks'', submitted to JSAC 2021☆10Sep 12, 2021Updated 4 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ☆30Mar 28, 2023Updated 3 years ago
- Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"☆57May 4, 2023Updated 2 years ago
- SPATL: Salient Prameter Aggregation and Transfer Learning for Heterogeneous Federated Learning☆23Nov 17, 2022Updated 3 years ago
- Code for 'Multi-Task Federated Learning for Personalised Deep Neural Networks in Edge Computing', published in IEEE TPDS.☆95Oct 9, 2022Updated 3 years ago
- Easy-to-Use Federated Learning Simulator in Pytorch☆15Apr 23, 2021Updated 4 years ago
- PyTorch implementation of Joint Privacy Enhancement and Quantization in Federated Learning (IEEE TSP 2023, IEEE ICASSP 2023, IEEE ISIT 20…☆18Oct 28, 2025Updated 4 months ago
- Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection, backed by FedML, Inc.☆44Aug 1, 2022Updated 3 years ago
- ☆21Sep 20, 2022Updated 3 years ago
- ☆21May 13, 2022Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- FedSTIL: Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges. (TCSVT'23)☆37Dec 12, 2024Updated last year
- PyTorch code for our paper "Resource-Adaptive Federated Learning with All-In-One Neural Composition" (NeurIPS2022)☆19Dec 4, 2022Updated 3 years ago
- ☆52Dec 31, 2024Updated last year
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆166Nov 7, 2022Updated 3 years ago
- A reproduction of PRUNING FILTERS FOR EFFICIENT CONVNETS☆28Jun 15, 2020Updated 5 years ago
- ☆20Feb 25, 2024Updated 2 years ago
- Pytorch Code for FedHyper☆11Aug 28, 2024Updated last year