1 code implementation • PAMI 2023 • Lu Xiaotong, Dong Weisheng, Li Xin, Wu Jinjian, Li Leida, Shi Guangming
Using pruning as a search strategy, we advocate three new insights for network engineering: 1) to formulate adaptive search as a cold start strategy to find a compact subnetwork on the coarse scale; and 2) to automatically learn the threshold for network pruning; 3) to offer flexibility to choose between efficiency and robustness .
no code implementations • 20 Nov 2018 • Qi Fei, Xia Zhaohui, Tang Gaoyang, Yang Hang, Song Yu, Qian Guangrui, An Xiong, Lin Chunhuan, Shi Guangming
With Bayesian hyper-parameter optimization, the proposed approach can automate the workflow of machine learning.