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Sorry, actually, aside from the equation I mentioned above, I have no other issues. Initially, I was a bit confused because I noticed that the dimension of $x$ in Figure 1 was $1 \times m$, while the input dimension in the backbone was $d$. However, after reading through the code and the entire paper, I realized it was not a problem anymore.
The r and s in the green part of the equation should swap places
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