One-Shot Neural Architecture Search : Maximising Diversity to Overcome Catastrophic Forgetting

One-shot neural architecture search (NAS) has recently become mainstream in the NAS community because it significantly improves computational efficiency through weight sharing. However, the supernet training paradigm in one-shot NAS introduces catastrophic forgetting, where each step of the training...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 43(2021), 9 vom: 04. Sept., Seite 2921-2935
1. Verfasser: Zhang, Miao (VerfasserIn)
Weitere Verfasser: Li, Huiqi, Pan, Shirui, Chang, Xiaojun, Zhou, Chuan, Ge, Zongyuan, Su, Steven
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2021
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.