R³L: Reasoning 3D Layouts from Relative Spatial Relations

A general framework for 3D layout generation that improves the reliability and consistency of multi-hop relative spatial reasoning via invariant spatial decomposition, self-consistent imagination, and reparameterized differentiable optimization.