Nexen (Canada)

Enteral feeding practices around neonatal packed red blood cell transfusion: A national survey of U.S. NICU providers

IntroductionAnemia and packed red blood cell (PRBC) transfusion are common in preterm infants, and feeding management during transfusion remains uncertain.ObjectiveTo characterize current opinions and enteral feeding practices surrounding PRBC transfusion among U.S. NICU provider...

Surgical Hill-Kinetics Saturation: Eliminating Finite-Time Blowup and Adaptive Solver Grid Collapse in Neural ODEs

Continuous-Time Neural Networks and Neural Ordinary Differential Equations (Neural ODEs) suffer from severe numerical stiffness, finite-time gradient blowup, and adaptive solver grid collapse (NFE -> infinity) when weight magnitudes accumulate during training. In this work, we pr...

Surgical Hill-Kinetics Saturation: Eliminating Finite-Time Blowup and Adaptive Solver Grid Collapse in Neural ODEs

Continuous-Time Neural Networks and Neural Ordinary Differential Equations (Neural ODEs) suffer from severe numerical stiffness, finite-time gradient blowup, and adaptive solver grid collapse (NFE -> infinity) when weight magnitudes accumulate during training. In this work, we pr...