Been There, Done That: Meta-Learning with Episodic Recall

ICML 2018 Samuel RitterJane X. WangZeb Kurth-NelsonSiddhant M. JayakumarCharles BlundellRazvan PascanuMatthew Botvinick

Meta-learning agents excel at rapidly learning new tasks from open-ended task distributions; yet, they forget what they learn about each task as soon as the next begins. When tasks reoccur - as they do in natural environments - metalearning agents must explore again instead of immediately exploiting previously discovered solutions... (read more)

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