{"type": "article", "title": "Escaping Flatland: Weight-Space Regularization and Hyperbolic Geometry in Mechanistic Interpretability", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/escaping-flatland-weight-space-regularization-and-hyperbolic-geometry-in", "original_source": "https://vishalvermalabs.com/papers/escaping-flatland-hyperbolic-geometry/", "published": "2026-06-25T00:00:00+00:00", "accessed": "2026-07-24", "id": "escaping-flatland-weight-space-regularization-and-hyperbolic-geometry-in"}