Unveiling the optimization process of physics informed neural networks: How accurate and competitive can PINNs be? - Jorge F. Urbán; Petros Stefanou; José A. Pons (J. Comput. Phys., 2025)

Which Optimizer Works Best for Physics-Informed Neural Networks and Kolmogorov-Arnold Networks? - Elham Kiyani; Khemraj Shukla; Jorge F. Urbán; Jérôme Darbon; George Em Karniadakis (CoRR, 2025)