Sample-Efficient Neural Architecture Search by Learning Actions for Monte Carlo Tree Search

Neural Architecture Search (NAS) has emerged as a promising technique for automatic neural network design. However, existing MCTS based NAS approaches often utilize manually designed action space, which is not directly related to the performance metric to be optimized (e.g., accuracy), leading to sa...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 9 vom: 12. Sept., Seite 5503-5515
1. Verfasser: Wang, Linnan (VerfasserIn)
Weitere Verfasser: Xie, Saining, Li, Teng, Fonseca, Rodrigo, Tian, Yuandong
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article