69 citations · 157 across the 10 of their papers we have counts for
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cs.LG2020★ 3 cited
How Does the Task Landscape Affect MAML Performance?
Liam Collins, Aryan Mokhtari, Sanjay Shakkottai
Model-Agnostic Meta-Learning (MAML) has become increasingly popular for training models that can quickly adapt to new tasks via one or few stochastic gradient descent steps. Howeve…
cs.LG2020★ 24 cited
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…