Leakage-resistant experiments testing contextual transport and latent-coordinate structure across Qwen3-4B and Phi-4-mini, with frozen controls and reproducible reports.
category-theory differential-geometry representation-learning model-evaluation epistemology sheaf-theory geometric-deep-learning latent-representations compositional-generalization mechanistic-interpretability llm-interpretability contextual-reasoning nshkr-research ontology-discovery transport-operators descent-theory grothendieck-topology bifibration coherence-testing fibred-structures
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Updated
Aug 26, 2026 - Python