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Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML [article]

Jie Zhang, Junting Zhang, Shalini Ghosh, Dawei Li, Jingwen Zhu, Heming Zhang, Yalin Wang
2019 arXiv   pre-print
termed Regularize, Expand and Compress (REC).  ...  To solve the above issues, inspired by the recent breakthroughs in automatically learning good neural network architectures, we develop a Multi-task based lifelong learning via nonexpansive AutoML framework  ...  In this paper, we propose a Multi-task based lifelong learning via nonexpansive AutoML framework termed Regularize, Expand and Compress (REC), to continually and automatically learn on such sequential  ... 
arXiv:1903.08362v1 fatcat:2f4trwk3mrhpjiy3rybtlosrze