Algorithm-Hardware Co-Design of Distribution-Aware Logarithmic-Posit Encodings for Efficient DNN Inference

A Ramachandran, Z Wan, G Jeong, J Gustafson… - arXiv preprint arXiv …, 2024 - arxiv.org
Traditional Deep Neural Network (DNN) quantization methods using integer, fixed-point, or
floating-point data types struggle to capture diverse DNN parameter distributions at low …