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
1,999 stars
332 forks
558 projects
Last updated: 05 Feb 2026
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
1,925 stars
217 forks
2,808 projects
Last updated: 22 Jan 2026
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
730 stars
98 forks
46 projects
Last updated: 29 Jan 2026
Awesome-Model-Merging-Methods-Theories-Applications
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. ACM Computing Surveys, 2026.
attack-defense continual-learning diffusion-models ensemble-learning federated-learning few-shot-learning foundation-models generalization generative-model knowledge-fusion
672 stars
36 forks
758 projects
Last updated: 17 Feb 2026
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
481 stars
86 forks
122 projects
Last updated: 05 Jan 2026
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
439 stars
85 forks
44 projects
Last updated: 05 Feb 2026
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
439 stars
78 forks
31 projects
Last updated: 31 Jan 2026
Awesome-Differential-Privacy-and-Meachine-Learning
Differentially private federated learning: A systematic review (ACM Survey); Adap dp-fl: Differentially private federated learning with adaptive noise (TrustCom'2022)
deep-learning differential-privacy dpsgd federated-learning privacy
381 stars
40 forks
33 projects
Last updated: 10 Feb 2026
awesome-forgetting-in-deep-learning
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.
beneficial-forgetting catastrophic-forgetting continual-learning coreset-selection data-free-knolwedge-distillation deep-learning domain-adaptation federated-learning forgetting generative-model
349 stars
17 forks
752 projects
Last updated: 04 Feb 2026
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
347 stars
51 forks
50 projects
Last updated: 18 Jan 2026
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
272 stars
53 forks
44 projects
Last updated: 08 Feb 2026
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
179 stars
33 forks
287 projects
Last updated: 17 Feb 2026
awesome-asynchronous-federated-learning
📦 Collect some Asynchronous Federated Learning papers.
asynchronous awesome distributed-computing federated-learning machine-learning paper paper-list papers
123 stars
7 forks
49 projects
Last updated: 13 Dec 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
335 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
85 stars
11 forks
36 projects
Last updated: 05 Jan 2026
awesome-Federated-Learning
federated-learning
awesome-list federated-learning
85 stars
22 forks
2,252 projects
Last updated: 23 Dec 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
38 stars
2 forks
55 projects
Last updated: 01 Dec 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