Back to Square Roots: An Optimal Bound on the Matrix Factorization Error for Multi-Epoch Differentially Private SGD - Kalinin, Nikita; McKenna, Ryan; Upadhyay, Jalaj; Lampert, Christoph (International Conference on Learning Representations, 2026)