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cs.LG2024★ 1 cited
MONAS: Efficient Zero-Shot Neural Architecture Search for MCUs
Ye Qiao, Haocheng Xu, Yifan Zhang +1
Neural Architecture Search (NAS) has proven effective in discovering new Convolutional Neural Network (CNN) architectures, particularly for scenarios with well-defined accuracy opt…
cs.LG2024
TG-NAS: Generalizable Zero-Cost Proxies with Operator Description Embedding and Graph Learning for Efficient Neural Architecture Search
Ye Qiao, Jingcheng Li, Haocheng Xu +1
Neural Architecture Search (NAS) is a powerful technique for discovering high-performing CNN architectures, but most existing methods rely on costly training or extensive sampling.…
cs.LG2024
MicroNAS: Zero-Shot Neural Architecture Search for MCUs
Ye Qiao, Haocheng Xu, Yifan Zhang +1
Neural Architecture Search (NAS) effectively discovers new Convolutional Neural Network (CNN) architectures, particularly for accuracy optimization. However, prior approaches often…