@article{developmentandvalidationofaphysicsguided, title = {Development and Validation of a Physics-Guided Machine Learning Extrapolation Framework Using a Classical Transient Diffusion Benchmark}, author = {Ashutosh Yadav and Alok Dubey and Prodyut Ranjan Chakraborty and Harshal Akolekar}, year = {2026}, eprint = {2609.09912}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2609.09912}, }