@article{basicinequalitiesforfirstorderoptimizati, title = {Basic Inequalities for First-Order Optimization with Applications to Statistical Risk Analysis}, author = {Seunghoon Paik and Kangjie Zhou and Matus Telgarsky and Ryan J. Tibshirani}, year = {2025}, eprint = {2512.24999}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.24999}, }