Hyperbolic embeddings have been an interest of mine ever since the Max Nickel paper. Would love to connect directly to discuss this topic if you're open. here's my email: https://photos.app.goo.gl/1khCwXBsVBuEP6xF7
Not much to discuss really, I just monkey patched a different metric function, then results for our use case became substantially better after training a model from scratch on the same data compared to the previous euclidean model trained from scratch.
I'm currently working on massive multi agent orchestration so don't have my head in that side of things currently.