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Discretization has deep connections to constant-time units which could endow them with extra Attributes such as resolution invariance and automatically making certain the model is correctly normalized. Operating on byte-sized tokens, transformers scale poorly as every single token must "show up at" to mamba paper each other token resulting in O(n2