What is rank invariance?

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I work in the area of soft matter and recently I have been reading a paper that talks about developing a new optimization algorithm for statistical physics problems.

In this paper, the authors mention "rank invariance" and "invertible reparametrization". I went through some websites but couldn't find the proper explanation.