2 papers
math.OC2026
Deep Predictor-Corrector Networks for Robust Parameter Estimation in Non-autonomous System with Discontinuous Inputs
Gyeongwan Gu, Jinwoo Hyun, Hyeontae Jo +1
Learning under non-smooth objectives remains a fundamental challenge in machine learning, as abrupt changes in conditioning variables can induce highly non-smooth loss landscapes a…
cs.LG2025
Neural Network-Based Parameter Estimation for Non-Autonomous Differential Equations with Discontinuous Signals
Hyeontae Jo, KreÅ¡imir JosiÄ, Jae Kyoung Kim
Non-autonomous differential equations are crucial for modeling systems influenced by external signals, yet fitting these models to data becomes particularly challenging when the si…