VectorInstitute / FL4HealthLinks
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
☆42Updated this week
Alternatives and similar repositories for FL4Health
Users that are interested in FL4Health are comparing it to the libraries listed below
Sorting:
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆217Updated 11 months ago
- Repo for the paper: PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees (CVPR 2024)☆19Updated 9 months ago
- A curated list of Federated Learning papers/articles and recent advancements.☆96Updated 2 years ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆78Updated 2 years ago
- Simple implementation of FedAvg, a Federated Learning algorithm.☆28Updated last year
- ☆111Updated 2 years ago
- A collaborative learning framework for empowering biomedical research☆51Updated this week
- Experiments of the DAI in Healthcare project - skin lesions images use case - using Flower☆16Updated 2 years ago
- Implementation of FedBary☆13Updated 2 months ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Updated 3 months ago
- ☆15Updated 8 months ago
- PyTorch Implementation of Federated Reconstruction: Partially Local Federated Learning☆13Updated 2 years ago
- Papers related to Federated Learning in all top venues☆30Updated this week
- ☆10Updated last year
- [CVPRW 2023] "Many-Task Federated Learning: A New Problem Setting and A Simple Baseline" by Ruisi Cai, Xiaohan Chen, Shiwei Liu, Jayanth …☆13Updated last year
- Private Evolution: Generating DP Synthetic Data without Training [ICLR 2024, ICML 2024 Spotlight]☆97Updated last week
- DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.☆29Updated last week
- (SIGKDD 2022) Connected Low-Loss Subspace Learning for a Personalization in Federated Learning (https://arxiv.org/abs/2109.07628)☆31Updated 10 months ago
- Repo to reproduce results for Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning☆25Updated 2 years ago
- Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology …☆32Updated last year
- Selective Aggregation for Low-Rank Adaptation in Federated Learning [ICLR 2025]☆34Updated last month
- FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks☆66Updated 11 months ago
- A Federated Learning implementation to diagnose 2 acute inflammations of bladder.. This medical dataset truly needs privacy! Because we c…☆40Updated 5 years ago
- Simplified implementation of federated learning in PyTorch☆31Updated 4 years ago
- A large labelled image dataset for benchmarking in federated learning☆96Updated last year
- Practical One-Shot Federated Learning for Cross-Silo Setting☆42Updated 4 years ago
- Federated Learning Course Materials☆64Updated 4 years ago
- [MICCAI'21] Personalized Retrogress-Resilient Framework for Real-World Medical Federated Learning☆17Updated 3 years ago
- The is the official implementation of ICML 2023 paper "Revisiting Weighted Aggregation in Federated Learning with Neural Networks".☆56Updated last year
- This repository is an official Tensorflow 2 implementation of Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint…☆80Updated 3 years ago