@article{ananalyticalpriorframeworkfordataefficie, title = {A Data-Efficient Analytical Prior Machine Learning Framework for Sound Reduction Frequency Prediction in Helmholtz Resonators}, author = {Jiaming Li}, year = {2026}, eprint = {2608.16873}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.16873}, }