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A Concise Review of Recent Few-shot Meta-learning Methods

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Few-shot meta-learning has been recently reviving with expectations to mimic humanity's fast adaption to new concepts based on prior knowledge. In this short communication, we give a concise review on… Click to show full abstract

Few-shot meta-learning has been recently reviving with expectations to mimic humanity's fast adaption to new concepts based on prior knowledge. In this short communication, we give a concise review on recent representative methods in few-shot meta-learning, which are categorized into four branches according to their technical characteristics. We conclude this review with some vital current challenges and future prospects in few-shot meta-learning.

Keywords: concise review; shot meta; meta learning; review recent

Journal Title: Neurocomputing
Year Published: 2021

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