22 citations · 27 across the 10 of their papers we have counts for
3 papers · 1 filter
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…
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…
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…