Online Control via Counterfactual Tracking
Counterfactual tracking is an online control method that simulates counterfactual trajectories for various causal policies to create a moving reference. A fixed stabilizing controller then tracks this reference, establishing new regret guarantees for systems without shared parameterizations. This method provides the first uniform guarantee over system-level response balls, crucial for complex systems where traditional methods fail.