I am happy to share some news regarding my research in the beginning of 2026. 1️⃣ Our paper on DP-SGD with SDEs has been accepted to ICLR 2026 in Rio de Janeiro, Brazil as a poster presentation. 2️⃣ New paper on Edge of Stability of Non-Euclidean descent methods is now available on arXiv. This is a joint work with Michael Crawshaw, Jeremy Cohen, and Robert Gower.