0 "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
1,988 stars
333 forks
558 projects
Last updated: 13 Nov 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
1,870 stars
208 forks
2,808 projects
Last updated: 13 Nov 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
720 stars
97 forks
46 projects
Last updated: 28 Nov 2025
Awesome-Model-Merging-Methods-Theories-Applications
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.
attack-defense continual-learning diffusion-models ensemble-learning federated-learning few-shot-learning foundation-models generalization generative-model knowledge-fusion
613 stars
35 forks
677 projects
Last updated: 05 Dec 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
478 stars
87 forks
122 projects
Last updated: 22 Oct 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
433 stars
85 forks
44 projects
Last updated: 30 Oct 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
428 stars
75 forks
31 projects
Last updated: 27 Oct 2025
Awesome-Differential-Privacy-and-Meachine-Learning
Paper notes and code for differentially private machine learning
deep-learning differential-privacy dpsgd federated-learning privacy
365 stars
39 forks
33 projects
Last updated: 12 Nov 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
343 stars
51 forks
50 projects
Last updated: 13 Nov 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
269 stars
52 forks
44 projects
Last updated: 22 Nov 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
168 stars
32 forks
287 projects
Last updated: 07 Nov 2025
awesome-asynchronous-federated-learning
📦 Collect some Asynchronous Federated Learning papers.
asynchronous awesome distributed-computing federated-learning machine-learning paper paper-list papers
117 stars
7 forks
49 projects
Last updated: 16 Sep 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
100 stars
18 forks
333 projects
Last updated: 01 Sep 2025
awesome-federated-reinforcement-learning
Publication catalog for research on Federated RL (FRL).
federated-learning federated-reinforcement-learning reinforcement-learning
84 stars
12 forks
36 projects
Last updated: 24 Sep 2025
awesome-Federated-Learning
federated-learning
awesome-list federated-learning
83 stars
21 forks
2,252 projects
Last updated: 29 Oct 2025
FLsystem-paper
Federated Learning Systems Paper List
awesome-list federated-learning machine-learning mlsys papers systems
75 stars
7 forks
83 projects
Last updated: 28 Aug 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
37 stars
2 forks
55 projects
Last updated: 20 Nov 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
33 stars
2 forks
189 projects
Last updated: 08 Sep 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
33 stars
1 forks
906 projects
Last updated: 20 Sep 2025
awesome-flower-list
List Flower resources
awesome awesome-list federated-learning flower flwr
12 stars
2 forks
33 projects
Last updated: 20 Dec 2024