3 papers
The Hamilton-Jacobi Theory of Deep Learning
Jose Marie Antonio Miñoza, Jose Marie Antonio Miñoza, Erika Fille T. Legara +1
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…
Beyond Model Readiness: Institutional Readiness for AI Deployment in Public Systems
Erika Fille Legara, Elmo Domino Jose, Paula Joy Martinez
Many public-sector artificial intelligence systems fail not at the point of model development, but at the point of deployment. Systems that perform well in internal testing may sti…
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…