Putting the “Learning” into Learning-Augmented Algorithms for Frequency
Estimation
Elbert Du 1 2 * Franklyn Wang 1 2 * Michael Mitzenmacher 2
Abstract by θ and an algorithm A
In learning-augmented algorithms, algorithms max M(θ, A)
θ∈Θ,A∈A
are enhanced using information from a machine
learning algorithm. In turn, this suggests that
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