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cs.LG2023★ 1 cited
A hybrid Decoder-DeepONet operator regression framework for unaligned observation data
Bo Chen, Chenyu Wang, Weipeng Li +1
Deep neural operators (DNOs) have been utilized to approximate nonlinear mappings between function spaces. However, DNOs face the challenge of increased dimensionality and computat…
cs.LG2021
Training Sparse Neural Network by Constraining Synaptic Weight on Unit Lp Sphere
Weipeng Li, Xiaogang Yang, Chuanxiang Li +2
Sparse deep neural networks have shown their advantages over dense models with fewer parameters and higher computational efficiency. Here we demonstrate constraining the synaptic w…