BufferNAS: Buffer pool sampling in neural architecture search

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Hongzhi Wang, Chunnan Wang, Xintong Song, Fei Geng

Published: 2026, Last Modified: 15 Jan 2026Inf. Sci. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose BufferNAS, a biased sampling strategy based on buffer pool to enhance NAS.•The advantages of the excellent sub network can be expanded to find better neural architectures in the training and search processes easily.•Experimental results demonstrate that our method exhibits better performance.