@inproceedings{emnlp2026e, author = {Ye Lyu and Chuan Li and Chengyu Wang and Mingyuan Fan and Cen Chen}, title = {{LAK}-{L}o{RA}: Layer-Wise Adaptive Expert Allocation and Principal Component-Based Feature Separation for Medical Multi-Task Learning}, booktitle = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing}, pages = {32150--32171}, year = {2026} }