Search Results for author: Marek Elias

Found 3 papers, 1 papers with code

Algorithms for Caching and MTS with reduced number of predictions

no code implementations9 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).

Learning-Augmented Algorithms with Explicit Predictors

no code implementations12 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.

Scheduling

Online metric algorithms with untrusted predictions

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

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