Hyperparameter Transfer Enables Consistent Gains of Matrix-Preconditioned Optimizers Across Scales - Qiu, Shikai; Chen, Charlie; Phan, Hoang; Lei, Qi; Wilson, Andrew (Advances in Neural Information Processing Systems, 2025)