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20002023
most citedImproved Bounds on Quantum Learning Algorithms

72 citations · 399 across the 60 of their papers we have counts for

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Showing 2018Show all

8 papers · 1 filter

cs.LG2018

Density estimation for shift-invariant multidimensional distributions

Anindya De, Philip M. Long, Rocco A. Servedio

We study density estimation for classes of shift-invariant distributions over . A multidimensional distribution is "shift-invariant" if, roughly speaking, it is close…

cs.LG2018★ 1 cited

Learning sparse mixtures of rankings from noisy information

Anindya De, Ryan O'Donnell, Rocco Servedio

We study the problem of learning an unknown mixture of rankings over elements, given access to noisy samples drawn from the unknown mixture. We consider a range of differen…

cs.CC2018

Fooling Polytopes

Ryan O'Donnell, Rocco A. Servedio, Li-Yang Tan

We give a pseudorandom generator that fools -facet polytopes over with seed length . The previous best seed length had superlinear…

cs.DS2018

Learning Sums of Independent Random Variables with Sparse Collective Support

Anindya De, Philip M. Long, Rocco A. Servedio

We study the learnability of sums of independent integer random variables given a bound on the size of the union of their supports. For , a sum…

cs.CC2018★ 1 cited

Luby--Veličković--Wigderson revisited: Improved correlation bounds and pseudorandom generators for depth-two circuits

Rocco A. Servedio, Li-Yang Tan

We study correlation bounds and pseudorandom generators for depth-two circuits that consist of a -gate (computing an arbitrary symmetric function) or -g…

cs.CC2018★ 9 cited

Distribution-free Junta Testing

Xi Chen, Zhengyang Liu, Rocco A. Servedio +2

We study the problem of testing whether an unknown -variable Boolean function is a -junta in the distribution-free property testing model, where the distance between function…

cs.CC2018

Improved pseudorandom generators from pseudorandom multi-switching lemmas

Rocco A. Servedio, Li-Yang Tan

We give the best known pseudorandom generators for two touchstone classes in unconditional derandomization: an -PRG for the class of size- depth- …

cs.CC2018

Deterministic search for CNF satisfying assignments in almost polynomial time

Rocco A. Servedio, Li-Yang Tan

We consider the fundamental derandomization problem of deterministically finding a satisfying assignment to a CNF formula that has many satisfying assignments. We give a determinis…