@article{taylormodelphysicsinformedneuralnetworks, title = {Taylor-Model Physics-Informed Neural Networks (PINNs) for Ordinary Differential Equations}, author = {Chandra Kanth Nagesh and Sriram Sankaranarayanan and Ramneet Kaur and Tuhin Sahai and Susmit Jha}, year = {2025}, eprint = {2507.03860}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.03860v1}, }