Popular GitHub Repositories for Decentralized Learning

Breaching privacy in federated learning scenarios for vision and text

[ICML 2023] Decentralized SGD and Average-direction SAM are Asymptotically Equivalent

[IEEE TSIPN' 2022] "Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks", by Ting-Kuei Hu, Fernando Gama, Tianlong Chen, Wenqing Zheng, Zhangyang Wang, Alejandro Ribeiro, and Brian M. Sadler

[CVPR 2023] CaPriDe Learning: Confidential and Private Decentralized Learning based on Encryption-friendly Distillation Loss

Device-to-Device (D2D) and assocaited Federated Learning simulation in Python using Pytorch for Learning operations. Implemented simultaneous operation of multiple FL modes.

Decentralized and Privacy-Preserving Machine Learning: Exploring the Power of Federated Learning.