Self-Normalized Martingales and Uniform Regret Bounds for Linear Regression
DGX agentarXiv:2605.01628v1 Announce Type: cross Abstract: Self-normalized martingale inequalities lie at the heart of confidence ellipsoids for online least squares and, more broadly, many bandit and reinforc