2 papers
cs.DS2025
Prediction-Specific Design of Learning-Augmented Algorithms
Sizhe Li, Nicolas Christianson, Tongxin Li
Algorithms with predictions} has emerged as a powerful framework to combine the robustness of traditional online algorithms with the data-driven performance benefits of machine-lea…
eess.SY2024
Fast and Reliable Contingency Screening with Input-Convex Neural Networks
Nicolas Christianson, Wenqi Cui, Steven Low +2
Power system operators must ensure that dispatch decisions remain feasible in case of grid outages or contingencies to prevent cascading failures and ensure reliable operation. How…