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Did you look at using PHATE for dimension reduction?

I hadn't seen it, looking at the API it seems like it could be pretty straightforward to drop it in and see how the projections look.

I'd be really interested to see if that works out. There's some interesting comparisons here; https://www.nature.com/articles/s42003-022-03628-x