Erika Fille T. Legara
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126
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ML×1AI×1Dynamical Systems×1Representation Theory×1physics.comp-ph×1
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2026
The Hamilton-Jacobi Theory of Deep Learning
This paper establishes an exact mathematical correspondence between training and inference in deep learning and the solution of Hamilton-Jacobi partial differential equations, unifying multiple theoretical perspectives.
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