no code implementations • 13 Feb 2024 • Po-han Li, Oyku Selin Toprak, Aditya Narayanan, Ufuk Topcu, Sandeep Chinchali
We thus formulate a user-centric online model selection problem and propose a novel solution that combines an open-source encoder to output context and an online learning algorithm that processes this context.
no code implementations • 7 Mar 2023 • Oguzhan Akcin, Po-han Li, Shubhankar Agarwal, Sandeep Chinchali
Instead, we propose a cooperative data sampling strategy where geo-distributed AVs collaborate to collect a diverse ML training dataset in the cloud.
no code implementations • 1 Oct 2022 • Po-han Li, Sandeep P. Chinchali, Ufuk Topcu
We analyze a cost-minimization problem in which the controller relies on an imperfect timeseries forecast.
no code implementations • 14 Jul 2022 • Po-han Li, Ufuk Topcu, Sandeep P. Chinchali
We propose a method to attack controllers that rely on external timeseries forecasts as task parameters.