no code implementations • 9 Apr 2024 • Karim Abdel Sadek, Marek Elias
We design parsimonious algorithms for caching and MTS with action predictions, proposed by Antoniadis et al. '20, focusing on the parameters of consistency (performance with perfect predictions) and smoothness (dependence of their performance on the prediction error).
no code implementations • 12 Mar 2024 • Marek Elias, Haim Kaplan, Yishay Mansour, Shay Moran
Recent advances in algorithmic design show how to utilize predictions obtained by machine learning models from past and present data.
1 code implementation • ICML 2020 • Antonios Antoniadis, Christian Coester, Marek Elias, Adam Polak, Bertrand Simon
Still, decision-making systems that are based on such predictors need not only to benefit from good predictions but also to achieve a decent performance when the predictions are inadequate.
Data Structures and Algorithms