71 citations · 115 across the 9 of their papers we have counts for
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cs.LG2020★ 19 cited
Optimal Robustness-Consistency Trade-offs for Learning-Augmented Online Algorithms
Alexander Wei, Fred Zhang
We study the problem of improving the performance of online algorithms by incorporating machine-learned predictions. The goal is to design algorithms that are both consistent and r…
cs.DS2020
Better and Simpler Learning-Augmented Online Caching
Alexander Wei
Lykouris and Vassilvitskii (ICML 2018) introduce a model of online caching with machine-learned advice, where each page request additionally comes with a prediction of when that pa…