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cs.LG2026
The Hamilton-Jacobi Theory of Deep Learning
Jose Marie Antonio Miñoza, Erika Fille T. Legara, Christopher P. Monterola
In this paper, training a neural network is identified, exactly, as a search through Hamilton--Jacobi initial-value problems: each gradient step selects the initial data of a visco…
cs.LG2026
Student Flow Modeling for School Decongestion via Stochastic Gravity Estimation and Constrained Spatial Allocation
Sebastian Felipe R. Bundoc, Paula Joy B. Martinez, Sebastian C. Ibañez +1
School congestion, where student enrollment exceeds school capacity, is a major challenge in low- and middle-income countries. It highly impacts learning outcomes and deepens inequ…