@article{improvingphysicsinformedneuralnetworkext, title = {Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions}, author = {Athanasios Papastathopoulos-Katsaros and Alexandra Stavrianidi and Zhandong Liu}, year = {2025}, eprint = {2507.12659}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.12659}, }