Ever thought about using some kind of locality sensitive hashing or maybe a neural network to map your properties into the table space? Intuition is telling me

Ever thought about using some kind of locality sensitive hashing or maybe a neural network to map your properties into the table space? Intuition is telling me your partitioning scheme would still work and similarity search could be improved?