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Sumant Hanumante

1 accepted papers

2022

F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization

ICLR 2022oral

Neural network quantization is a promising compression technique to reduce memory footprint and save energy consumption, potentially leading to real-time inference. However, there is a performance gap between quantized and full-precision models. To reduce it, existing quantization approaches require…