Reviews: Numerically Accurate Hyperbolic Embeddings Using Tiling-Based Models

The paper touches an issue that is very important and most likely the reason why hyperbolic embeddings have not been adopted widely. From my experience, hyperbolic embeddings sometimes have catastrophic results compared with competing methods. This is because of numerical instabilities. The paper is very well written with a lot of theoretical and empirical results. The solutions the authors provide is theoretically proven and very well documented.