n-hot: Efficient bit-level sparsity for powers-of-two neural network quantization

Yuiko Sakuma, Hiroshi Sumihiro, Jun Nishikawa +2

Powers-of-two (PoT) quantization reduces the number of bit operations of deep neural networks on resource-constrained hardware. However, PoT quantization triggers a severe accuracy…