DATA : Differentiable ArchiTecture Approximation With Distribution Guided Sampling

Neural architecture search (NAS) is inherently subject to the gap of architectures during searching and validating. To bridge this gap effectively, we develop Differentiable ArchiTecture Approximation (DATA) with Ensemble Gumbel-Softmax (EGS) estimator and Architecture Distribution Constraint (ADC)...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 43(2021), 9 vom: 01. Sept., Seite 2905-2920
1. Verfasser: Zhang, Xinbang (VerfasserIn)
Weitere Verfasser: Chang, Jianlong, Guo, Yiwen, Meng, Gaofeng, Xiang, Shiming, Lin, Zhouchen, Pan, Chunhong
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