Author

V. Ramanathan

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Preprint Aug 2026

Learning constructive models of emergent systems

It is shown that inferring scales of system entropy then constraining information from low to high entropic scales yields stepwise constructive models, called the Layer-Restricted Boltzmann Machine (LRBM), which demonstrates a shared, learnable logic for constructing emergent systems.

Bipul Pandey, C. Proctor, V. Ramanathan et al. · 0 citations