Nazanin Ahmadi Daryakenari

11 papers Journal 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
Representation meets optimization: Training PINNs and PIKANs for gray-box discovery in systems pharmacology.
Comput. Biol. Medicine
Nazanin Ahmadi Daryakenari, Khemraj Shukla, George Em Karniadakis
2026 J jnl
Spectral bias in physics-informed and operator learning: Analysis and mitigation guidelines.
CoRR
Siavash Khodakarami, Vivek Oommen, Nazanin Ahmadi Daryakenari, Maxim Beekenkamp, George Em Karniadakis
2026 J jnl
State-space models are accurate and efficient neural operators for dynamical systems.
Neural Networks
Zheyuan Hu, Nazanin Ahmadi Daryakenari, Qianli Shen, Kenji Kawaguchi, George Em Karniadakis
2025 J jnl
CMINNs: Compartment model informed neural networks - Unlocking drug dynamics.
Comput. Biol. Medicine
Nazanin Ahmadi Daryakenari, Shupeng Wang, George Em Karniadakis
2025 J jnl
Representation Meets Optimization: Training PINNs and PIKANs for Gray-Box Discovery in Systems Pharmacology.
CoRR
Nazanin Ahmadi Daryakenari, Khemraj Shukla, George Em Karniadakis
2024 J jnl
AI-Aristotle: A physics-informed framework for systems biology gray-box identification.
PLoS Comput. Biol.
Nazanin Ahmadi Daryakenari, Mario De Florio, Khemraj Shukla, George Em Karniadakis
2024 J jnl
CMINNs: Compartment Model Informed Neural Networks - Unlocking Drug Dynamics.
CoRR
Nazanin Ahmadi Daryakenari, Shupeng Wang, George Em Karniadakis
2024 J jnl
From PINNs to PIKANs: Recent Advances in Physics-Informed Machine Learning.
CoRR
Juan Diego Toscano, Vivek Oommen, Alan John Varghese, Zongren Zou, Nazanin Ahmadi Daryakenari, Chenxi Wu, George Em Karniadakis
2024 J jnl
Physics-Informed Neural Networks and Extensions.
CoRR
Maziar Raissi, Paris Perdikaris, Nazanin Ahmadi Daryakenari, George Em Karniadakis
2024 J jnl
State-space models are accurate and efficient neural operators for dynamical systems.
CoRR
Zheyuan Hu, Nazanin Ahmadi Daryakenari, Qianli Shen, Kenji Kawaguchi, George Em Karniadakis
2023 J jnl
AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box Identification.
CoRR
Nazanin Ahmadi Daryakenari, Mario De Florio, Khemraj Shukla, George Em Karniadakis