DQT: Dynamic Quantization Training via Dequantization-Free Nested Integer Arithmetic

Hazem Hesham Yousef Shalby, Fabrizio Pittorino, Francesca Palermo +2

The deployment of deep neural networks on resource-constrained devices relies on quantization. While static, uniform quantization applies a fixed bit-width to all inputs, it fails…