Yes you're spot on, the nonlinearities come from the full Mamba blocks, which I left out of this post for simplicity/to focus on the bigger ideas the paper introduced. You can see it marked by the "X" on the right-most part of Figure 3 in the Mamba paper: https://arxiv.org/abs/2312.00752
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