Exploration

Generate a relational manifold with registered neighborhoods, symmetries, missing edges, and out-of-distribution regions. Compare RADAR with geometric and nongeometric embedding baselines on topology recovery, uncertainty, and downstream transfer. Which repairs recover true relations rather than merely produce a visually smoother embedding?

Digital-edition research invitation; not part of the frozen dated PDF.

ch-radar

17 Relational Manifold Recovery

RADAR

Relational data do not begin as point clouds. Tables, typed edges, foreign keys, and join witnesses form a diagram before they form any homogeneous proximity graph. RADAR retains that diagram, designates its most informative view as an apex, and uses LINCS to repair compatibility with simpler faces without trading away their private geometry.

¹1. RADAR abbreviates Relational Apex Descent for Auditable Realizations. The apex is the view that retains declared information its faces forget; it is not merely the best-scoring encoder. ↩