Recursive Transport Topology Detects Structural Regime Transitions Associated with Behavioral Failure in World Models
Abstract
Abstract World models are typically evaluated through prediction accuracy or downstream task success, yet these measures do not directly test whether an internal representation has crossed into a structurally unstable operating regime. We evaluate Recursive Indexing (RIX), a fixed-reference analysis of latent transport topology, in a pretrained LeWM PushT world model exposed to controlled Gaussian observation stress. Progressive stress produced a sharp nonlinear reorganization of latent neighborhoods, fixed-reference basins, transition pathways, and pathway entropy while conventional pointwise latent displacement remained small. The dominant structural breakpoint localized to the 0.05–0.10 stress interval across all 320 analytical configurations. In an independent closed-loop calibration, task success declined from 80% at stress 0.00 to 20% at 0.05 and 0% at 0.10 and above. These results support a regime-level interpretation of world-model reliability: latent representations can remain pointwise close while their transport organization has already changed substantially, and the resulting structural transition can align with behavioral collapse.
Fields of Study & Subjects
Functional Brain Connectivity Studies
Embodied and Extended Cognition
Mental Health Research Topics
Publication details
- Journal / source
- Research Square
- Publisher
- Springer Science and Business Media LLC
- Publication date
- 10 July 2026
- Document type
- Preprint