46 citations · 46 across the 1 of their papers we have counts for
2 papers
cs.LG2022★ 46 cited
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning
Liam Collins, Hamed Hassani, Aryan Mokhtari +1
The Federated Averaging (FedAvg) algorithm, which consists of alternating between a few local stochastic gradient updates at client nodes, followed by a model averaging update at t…
cs.LG2020
Task-Robust Model-Agnostic Meta-Learning
Liam Collins, Aryan Mokhtari, Sanjay Shakkottai
Meta-learning methods have shown an impressive ability to train models that rapidly learn new tasks. However, these methods only aim to perform well in expectation over tasks comin…