14 citations · 14 across the 1 of their papers we have counts for
2 papers
cs.CL2023
Now It Sounds Like You: Learning Personalized Vocabulary On Device
Sid Wang, Ashish Shenoy, Pierce Chuang +1
In recent years, Federated Learning (FL) has shown significant advancements in its ability to perform various natural language processing (NLP) tasks. This work focuses on applying…
cs.LG2022★ 14 cited
Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning
John Nguyen, Jianyu Wang, Kshitiz Malik +2
An oft-cited challenge of federated learning is the presence of heterogeneity. \emph{Data heterogeneity} refers to the fact that data from different clients may follow very differe…