publications

2026

1. When are Predictions Worth their Load? Optimal Learning-Augmented Scheduling

   T. Lykouris, Junxuan Shen, and A. Wierman

   In submission (alphabetical), 2026

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2025

1. Journal

   Structural Szemerédi-Trotter for Lattices and their Generalizations

   S. Dasu, A. Sheffer, and Junxuan Shen

   Electronic Journal of Combinatorics (alphabetical), 2025

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2024

1. L4DC 2024

   Combining model-based controller and machine-learned advice via convex reparameterization

   Junxuan Shen, A. Wierman, and G. Qu

   6th Annual Learning for Dynamics & Control Conference, 2024

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2023

1. AISTATS 2023

   Optimal robustness-consistency tradeoffs for learning-augmented metrical task systems

   N. Christianson, Junxuan Shen, and A. Wierman

   International Conference on Artificial Intelligence and Statistics, 2023

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