@article{ontheeffectofregularizationonnonparametr, title = {On the Effect of Regularization on Nonparametric Mean-Variance Regression}, author = {Eliot Wong-Toi and Alex Boyd and Vincent Fortuin and Stephan Mandt}, year = {2025}, eprint = {2511.22004}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.22004}, }