Finding meta winning ticket to train your MAML

• Main Authors: GAO, Dawei, XIE, Yuexiang, ZHOU, Zimu, WANG, Zhen, LI, Yaliang, DING, Bolin.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Meta Learning; Network Pruning; Lottery Ticket Hypothesis; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7260; https://ink.library.smu.edu.sg/context/sis_research/article/8263/viewcontent/kdd22_qu.pdf
• Institution: Singapore Management University

The lottery ticket hypothesis (LTH) states that a randomly initialized dense network contains sub-networks that can be trained in isolation to the performance of the dense network. In this paper, to achieve rapid learning with less computational cost, we explore LTH in the context of meta learning....