The Polar Express

ICLR 2026 Honorable Mention (Amsel, Musco, Courant, with Flatiron): an optimal matrix-sign / polar-factor iteration for the orthogonalization step inside the Muon optimizer — already the de-facto polar method in modern Muon implementations. Rare example of an academic numerical-methods result being adopted straight into frontier optimizer stacks.