Optimal robustness-consistency tradeoffs for learning-augmented metrical task systems. - Nicolas Christianson; Junxuan Shen; Adam Wierman (AISTATS, 2023)

Combining model-based controller and ML advice via convex reparameterization. - Junxuan Shen; Adam Wierman; Guannan Qu (L4DC, 2024)