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q-bio.QM2026
Discovering interpretable low-dimensional dynamics using maximum entropy
Michael C. Chung, Tarran Mohan, Purushottam D. Dixit +1
Models (i.e., governing equations) are fundamental to science and engineering. Advances in data acquisition now make it possible to extract interpretable, low dimensional descripti…
q-bio.QM2025
Minimax entropy: The statistical physics of optimal models
David P. Carcamo, Nicholas J. Weaver, Purushottam D. Dixit +1
When constructing models of the world, we aim for optimal compressions: models that include as few details as possible while remaining as accurate as possible. But which details --…