2026. Stability and Fast Solvers for Ill-Conditioned Linear Inverse Problems via Regularization and Preconditioning. Journal of Decision Science and Optimization. 2, 1 (May 2026), 65–76. DOI:https://doi.org/10.55578/jdso.2605.005.