As an aside, there are a bunch of other really cool Jaccard index fingerprinting methods out there that are asymptotically better even than HyperMinHash. But, they aren't as easy to work with and lack some of the other nice properties of MinHash.
Would you be willing to list out these better methods and detail their pros / cons versus MinHash? It would be super helpful for those of us who are students in this field.