Learning-Augmented Algorithms for Online Linear and Semidefinite Programming. - Elena Grigorescu; Young-San Lin; Sandeep Silwal; Maoyuan Song; Samson Zhou (NeurIPS, 2022)

Optimality in Mean Estimation: Beyond Worst-Case, Beyond Sub-Gaussian, and Beyond 1+α Moments. - Trung Dang; Jasper C. H. Lee; Maoyuan Raymond Song; Paul Valiant (NeurIPS, 2023)

A Simple Learning-Augmented Algorithm for Online Packing with Concave Objectives. - Elena Grigorescu; Young-San Lin; Maoyuan Song (CoRR, 2024)

Learning-Augmented Algorithms for Online Concave Packing and Convex Covering Problems. - Elena Grigorescu; Young-San Lin; Maoyuan Song (AISTATS, 2025)