green-ai

Qiu 2022: A first look into the carbon footprint of federated learning

Quotes:

First-ever systematic study of the carbon footprint of FL (federated learning)

FL […] can emit up to two order of magnitude more carbon than centralized learning. However, in certain settings, it can be comparable to centralized learning due to the reduced energy consumption of embedded devices.