Nazanin Ahmadi Daryakenari

11 papers Journal 11

Year	Rank	Type	Title / 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

Nicolò Altamura, Enrico Bragastini, Marco Campion, Mila Dalla Preda

Chang Liu, Noah Fleischmann, Nicolò Altamura, Edward Raff, James Holt, Kristopher Micinski