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Just read your paper. Very interesting method! Thanks for open sourcing such a comprehensive codebase.
My lab is interested in trying it on our own dataset for a classification task that we've been working on. I was working through your code to get a feel for how it works, and my IDE detected a few unused lines.
Maybe left over lines from a refactor? I deleted the lines in question in this MR to point them out. I have no idea whether they actually need to be removed, or whether they are unreachable by accident.