10 citations · 10 across the 11 of their papers we have counts for
3 papers · 1 filter
Data-Driven MPC with Adaptively Sampled Non-Expert Demonstrations: Performance Guarantees and Sample Complexity
Shijie Pan, Agustin Castellano, Enrique Mallada
We study data-driven policy construction for dynamical systems using trajectories generated by surrogate finite-horizon Model Predictive Control (MPC), with the goal of approximati…
Memory-Computation Tradeoffs in Semi Amortized Parametric Optimization
Shijie Pan, Agustin Castellano, Zeyu Shen +1
Learning-enabled decision systems often use offline data or computation to reduce online compute cost. Despite the empirical success of such approaches, there is limited general un…
The Cheap Hours Don't Stay Cheap: Price-Chasing Data Centers Reshape Grids and Markets
Shijie Pan, Zaint A. Alexakis, Charalambos Konstantinou
Data centers unsettle the paradigm of location-bound electricity demand: computing workloads can migrate across sites and hours, whereas facilities and grid connections remain fixe…