"federated-learning" Awesome Lists
Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
adversarial-attack-and-defense communication-efficiency computation-efficiency computer-vision continual-learning decentralized-federated-learning distributed-optimization federated-learning hierarchical-federated-learning incentive-mechanism
1,964 stars
330 forks
558 projects
Last updated: 05 Jun 2025
Awesome-FL
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
artificial-intelligence awesome computer-vision data-mining database deep-learning efficiency federated-learning federated-learning-framework graph
1,745 stars
197 forks
2,549 projects
Last updated: 09 Jun 2025
awesome-federated-learning
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
communication-efficiency data-privacy decentralized-federated-learning differential-privacy-deep-learning distributed-optimization federated-learning federated-learning-framework federated-optimization machine-learning meta-learning
692 stars
97 forks
46 projects
Last updated: 18 Apr 2025
awesome-federated-computing
:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
awesome-list decentralized deep-learning distributed-computing federated-learning machine-learning
476 stars
85 forks
122 projects
Last updated: 04 May 2025
Awesome-Distributed-Deep-Learning
A curated list of awesome Distributed Deep Learning resources.
asynchronous awesome awesome-list computer-vision data-science deep-learning deep-neural-networks distributed-computing distributed-systems federated-learning
421 stars
85 forks
44 projects
Last updated: 19 Apr 2025
awesome-ai-infrastructures
Infrastructures™ for Machine Learning Training/Inference in Production.
apache-arrow apache-mesos apache-spark artificial-intelligence awesome-list deep-learning deep-learning-framework federated-learning knowledge-distillation kubernetes
413 stars
74 forks
31 projects
Last updated: 25 Apr 2025
Awesome-Differential-Privacy-and-Meachine-Learning
Paper notes and code for differentially private machine learning
deep-learning differential-privacy dpsgd federated-learning privacy
358 stars
36 forks
31 projects
Last updated: 09 Jun 2025
Awesome-Federated-Learning-on-Graph-and-GNN-papers
Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.
federated-learning gnn graph graph-neural-network knowledge-graph papers
340 stars
49 forks
50 projects
Last updated: 24 Apr 2025
awesome-edge-machine-learning
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
auto-ml awesome-list edge edge-deep-learning edge-machine-learning efficient-architectures embedded-machine-learning federated-learning iot mobile-machine-learning
261 stars
50 forks
44 projects
Last updated: 13 Apr 2025
awesome-privacy-engineering
A curated list of resources related to privacy engineering
anonymization consent-management de-identification differential-privacy federated-learning privacy-by-default privacy-by-design privacy-engineering privacy-enhancing-technologies privacy-tools
132 stars
24 forks
287 projects
Last updated: 02 May 2025
awesome-asynchronous-federated-learning
📦 Collect some Asynchronous Federated Learning papers.
asynchronous awesome distributed-computing federated-learning machine-learning paper paper-list papers
115 stars
7 forks
48 projects
Last updated: 15 Apr 2025
Aweome-Heathcare-Federated-Learning
A curated list of Federated Learning papers/articles and recent advancements.
artifical-intelligense awesome-list awesome-machine-learning blockchain-medical-applications data-privacy deep-learning deep-learning-healthcare distributed-machine-learning federated-learning healthcare-data
94 stars
16 forks
333 projects
Last updated: 22 Apr 2025
awesome-Federated-Learning
federated-learning
awesome-list federated-learning
82 stars
22 forks
2,252 projects
Last updated: 27 Feb 2025
awesome-federated-reinforcement-learning
Publication catalog for research on Federated RL (FRL).
federated-learning federated-reinforcement-learning reinforcement-learning
79 stars
13 forks
36 projects
Last updated: 21 Mar 2025
FLsystem-paper
Federated Learning Systems Paper List
awesome-list federated-learning machine-learning mlsys papers systems
73 stars
6 forks
83 projects
Last updated: 27 Apr 2025
apprenticeship
A notebook of awesome privacy protection,federated learning, fairness and blockchain research materials.
awesome blockchain fairness federated-learning machine-unlearning paper privacy recommender-systems
32 stars
2 forks
189 projects
Last updated: 16 Feb 2025
awesome-vertical-federated-learning
A curated list of advancements in Vertical Federated Learning, frameworks and libraries.
awesome differential-privacy federated-learning machine-learning privacy security vertical-federated-learning
32 stars
2 forks
48 projects
Last updated: 24 Mar 2025
Awesome-Robust-Machine-Learning
A curated list of Robust Machine Learning papers/articles and recent advancements.
awesome-list bias-detection concept-shift covariate-shift data-shift deep-learning distribution-shift fairness fairness-ai fairness-ml
29 stars
0 forks
906 projects
Last updated: 16 Dec 2024
awesome-flower-list
List Flower resources
awesome awesome-list federated-learning flower flwr
12 stars
2 forks
33 projects
Last updated: 20 Dec 2024