2 papers
cs.LG2026
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…
cs.CL2025
Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation
Kristine Ann M. Carandang, Jasper Meynard P. Araña, Ethan Robert A. Casin +4
Due to the legal and ethical responsibilities of healthcare providers (HCPs) for accurate documentation and protection of patient data privacy, the natural variability in the respo…