2 papers
eess.SY2023
Deep Learning of Dynamical System Parameters from Return Maps as Images
Connor James Stephens, Emmanuel Blazquez
We present a novel approach to system identification (SI) using deep learning techniques. Focusing on parametric system identification (PSI), we use a supervised learning approach…
cs.LG2022
Revisiting Simple Regret: Fast Rates for Returning a Good Arm
Yao Zhao, Connor James Stephens, Csaba Szepesvári +1
Simple regret is a natural and parameter-free performance criterion for pure exploration in multi-armed bandits yet is less popular than the probability of missing the best arm or…