@article{choosingtherightregularizerforappliedmls, title = {Choosing the Right Regularizer for Applied ML: Simulation Benchmarks of Popular Scikit-learn Regularization Frameworks}, author = {Benjamin S. Knight and Ahsaas Bajaj}, year = {2026}, eprint = {2604.03541}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.03541}, }