2 citations · 2 across the 3 of their papers we have counts for
4 papers
Near-Optimal Consistency-Robustness Bounds for Non-Clairvoyant Scheduling
Sizhe Li, Nicolas Christianson, Tongxin Li
We study the problem of characterizing the optimal consistency--robustness tradeoff for single-machine non-clairvoyant scheduling with predicted processing times. For a fixed numbe…
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…
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…
Learning Dynamic Graphs, Too Slow
Andrei A. Klishin, Nicolas H. Christianson, Cynthia S. Q. Siew +1
The structure of knowledge is commonly described as a network of key concepts and semantic relations between them. A learner of a particular domain can discover this network by nav…