no code implementations • 1 Apr 2024 • Ilayda Canyakmaz, Iosif Sakos, Wayne Lin, Antonios Varvitsiotis, Georgios Piliouras
To tackle this challenge, in this work we introduce the SIAR-MPC method, combining the recently introduced Side Information Assisted Regression (SIAR) method for system identification with Model Predictive Control (MPC).
no code implementations • 6 Jul 2023 • Ilayda Canyakmaz, Wayne Lin, Georgios Piliouras, Antonios Varvitsiotis
We study online convex optimization where the possible actions are trace-one elements in a symmetric cone, generalizing the extensively-studied experts setup and its quantum counterpart.