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Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace

Yoonho Lee,Seungjin Choi

2018 · DBLP: conf/icml/LeeC18
International Conference on Machine Learning · 359 Citations

TLDR

This work demonstrates that the dimension of this learned subspace reflects the complexity of the task-specific learner's adaptation task, and also that the model is less sensitive to the choice of initial learning rates than previous gradient-based meta-learning methods.