Computers in biology and medicineNeural NetworksComputerHumansPharmacologyModels
Representation meets optimization: Training PINNs and PIKANs for gray-box discovery in systems pharmacology.
Nazanin Ahmadi Daryakenari, Khemraj Shukla, George Em Karniadakis
Published: 202610.1016/j.compbiomed.2025.111393
Abstract
Physics-Informed Kolmogorov-Arnold Networks (PIKANs) have been gaining attention as an effective counterpart to the original multilayer perceptron-based Physics-Informed Neural Networks (PINNs). Both representation models can address inverse problems…
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