The Latent Framework

A unified mathematical structure connecting results across physics, finance, machine learning, and pure mathematics. The Latent is the shared algebraic object that appears — in different guises — in each domain.

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Papers in the Latent Framework

The Latent: Finite Sufficient Representations of Smooth Systems

We define the **Latent** of a smooth system as the basis-free element of a graded Hilbert tensor algebra that completely characterizes the system's distributional, dynamic, and functional properties.

Core Theory Verified 80,076 words

The Latent of Latents: Hierarchical Finite Representations of Knowledge Families

The Latent Theorem guarantees that any smooth system has a finite representation whose size depends on regularity and accuracy, not on ambient dimensionality. We extend this result to **families** of smooth systems.

Machine Learning Verified 11,938 words