@article{synergisticintraandcrosslayerregularizat, title = {Synergistic Intra- and Cross-Layer Regularization Losses for MoE Expert Specialization}, author = {Rizhen Hu and Yuan Cao and Boao Kong and Mou Sun and Kun Yuan}, year = {2026}, eprint = {2602.14159}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.14159}, }