8 citations · 16 across the 10 of their papers we have counts for
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cs.LG2022
Combinatorial optimization for low bit-width neural networks
Han Zhou, Aida Ashrafi, Matthew B. Blaschko
Low-bit width neural networks have been extensively explored for deployment on edge devices to reduce computational resources. Existing approaches have focused on gradient-based op…
cs.LG2022★ 2 cited
Empirical Phase Diagram for Three-layer Neural Networks with Infinite Width
Hanxu Zhou, Qixuan Zhou, Zhenyuan Jin +3
Substantial work indicates that the dynamics of neural networks (NNs) is closely related to their initialization of parameters. Inspired by the phase diagram for two-layer ReLU NNs…