@article{theoryfoundationofphysicsenhancedresidua, title = {Theory Foundation of Physics-Enhanced Residual Learning}, author = {Shixiao Liang and Wang Chen and Keke Long and Peng Zhang and Xiaopeng Li and Jintao Ke}, year = {2025}, eprint = {2509.00348}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.00348}, }