Logarithmic quantization is a technique used to reduce the number of bits required to represent a signal by mapping its values to a logarithmic scale, which is especially beneficial for signals with a large dynamic range. This approach exploits the logarithmic perception of human senses, making it highly effective in applications such as audio compression and neural network quantization.