Data

Tools

Indexes

Applications

Experiments

Awesome

An open API service indexing awesome lists of open source software.

Awesome-FL

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
https://github.com/youngfish42/Awesome-FL

Last synced: 4 days ago
JSON representation

Programming Languages
Python 25 C++ 4 Jupyter Notebook 2 Shell 1 Java 1 Kotlin 1
Categories
fl in top-tier journal 3,001 fl in top ml conference and journal 1,213 fl in top ai conference and journal 460 fl on graph data and graph neural networks 380 fl in top cv conference and journal 360 fl on tabular data 322 fl in top network conference and journal 242 fl in top system conference and journal 204 fl in top dm conference and journal 112 fl in top db conference and journal 96 fl in top nlp conference and journal 91 fl in top secure conference and journal 85 federated learning framework 64 workshops 45 fl datasets 27 fl in top ir conference and journal 22 fl in top conference and journal other fields 16 tutorials 15 acknowledgments 11 course 8 journal special issues 6 update log 4 conference special tracks 3 fl graph datasets 1 citation 1
Sub Categories
Private Graph Neural Networks (todo) 326 secret sharing 78 table 62 benchmark 45
Keywords
federated-learning 27 machine-learning 18 deep-learning 9 pytorch 8 privacy 6 federated-learning-framework 5 awesome-list 3 python 3 tensorflow 3 awesome 3 private-set-intersection 3 privacy-preserving 3 non-iid 3 privacy-preserving-machine-learning 3 secure-multiparty-computation 2 homomorphic-encryption 2 differential-privacy 2 distributed-learning 2 inference 2 scikit-learn 2 trusted-execution-environment 2 model-serving 2 data-privacy 2 gdpr 2 privacy-tools 2 distributed 2 decentralized-federated-learning 2 secure-computation 2 distributed-optimization 2 psi 2 communication-efficiency 2 android 2 security 2 federated-analytics 2 edge-computing 2 fleet-learning 2 distributed-computing 2 computer-vision 2 papers 2 vertical-federated-learning 2 edge-ai 2 mlsys 2 gloo 1 splitnn 1 split-neural-network 1 nccl 1 personalization 1 simulation 1 transformers-models 1 gnn 1