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cs.LG2022
You Only Search Once: On Lightweight Differentiable Architecture Search for Resource-Constrained Embedded Platforms
Xiangzhong Luo, Di Liu, Hao Kong +3
Benefiting from the search efficiency, differentiable neural architecture search (NAS) has evolved as the most dominant alternative to automatically design competitive deep neural…
cs.AR2022★ 14 cited
FAT: An In-Memory Accelerator with Fast Addition for Ternary Weight Neural Networks
Shien Zhu, Luan H. K. Duong, Hui Chen +2
Convolutional Neural Networks (CNNs) demonstrate excellent performance in various applications but have high computational complexity. Quantization is applied to reduce the latency…