no code implementations • 27 May 2022 • Ian Ball, James Bono, Justin Grana, Nicole Immorlica, Brendan Lucier, Alex Slivkins
With an exogenous attack probability, we show that increasing the quality of the filter is typically weakly Pareto improving though may sometimes have no impact on equilibrium outcomes and payoffs.
no code implementations • 13 Jun 2016 • Alekh Agarwal, Sarah Bird, Markus Cozowicz, Luong Hoang, John Langford, Stephen Lee, Jiaji Li, Dan Melamed, Gal Oshri, Oswaldo Ribas, Siddhartha Sen, Alex Slivkins
The Decision Service enables all aspects of contextual bandit learning using four system abstractions which connect together in a loop: explore (the decision space), log, learn, and deploy.