2 papers
cs.LG2025
Neural Ordinary Differential Equations for Simulating Metabolic Pathway Dynamics from Time-Series Multiomics Data
Udesh Habaraduwa, Andrei Lixandru
The advancement of human healthspan and bioengineering relies heavily on predicting the behavior of complex biological systems. While high-throughput multiomics data is becoming in…
cs.LG2024
Inductive Models for Artificial Intelligence Systems are Insufficient without Good Explanations
Udesh Habaraduwa
This paper discusses the limitations of machine learning (ML), particularly deep artificial neural networks (ANNs), which are effective at approximating complex functions but often…