@article{riskcomparisonsinlinearregressionimplici, title = {Risk Comparisons in Linear Regression: Implicit Regularization Dominates Explicit Regularization}, author = {Jingfeng Wu and Peter L. Bartlett and Sham M. Kakade and Jason D. Lee and Bin Yu}, year = {2025}, eprint = {2509.17251}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.17251}, }