Correcting Stochastic Update Bias in Preconditioned Language Model Optimizers. - Nikhil Nayak; Julia White 003; Urchade Zaratiana; Kelton Zhang; Henrijs Princis; Dhruv Atreja; Henry Fawcett; Matthew Thomas; George Hurn-Maloney; Ash Lewis (CoRR, 2026)