@article{gimletgeneralizableandinterpretablemodel, title = {GIMLET: Generalizable and Interpretable Model Learning through Embedded Thermodynamics}, author = {Suguru Shiratori and Elham Kiyani and Khemraj Shukla and George Em Karniadakis}, year = {2025}, eprint = {2512.19936}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.19936}, }