Author

Munho Lee

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Jul 2026

After the Euclidean Highway: Hyperbolic Expert AI as the Next Innovation

Across six expert SLMs constructed and deployed, three propositions and a lemma prove why loss-only placement is stable where adapter-on-manifold is not, and three propositions and a lemma prove why loss-only placement is stable where adapter-on-manifold is not.

Kwansu Shin, In Seok Kang, Munho Lee · arXiv.org · 0 citations