Shihao Li

Influence Functions for Data Attribution in System Identification and LQR Control

Abstract When a controller is designed from an identified model, its performance ultimately depends on the trajectories used for identification, yet pinpointing which ones help or hurt remains an open problem. We bring influence functions, a data-attribution tool from machine lea...