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20132023
most citedAn Analysis of the t-SNE Algorithm for Data Visualization

87 citations · 305 across the 39 of their papers we have counts for

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cs.DS2023

Beyond Moments: Robustly Learning Affine Transformations with Asymptotically Optimal Error

He Jia, Pravesh K . Kothari, Santosh S. Vempala

We present a polynomial-time algorithm for robustly learning an unknown affine transformation of the standard hypercube from samples, an important and well-studied setting for inde…

cs.DS2022

Algorithms approaching the threshold for semi-random planted clique

Rares-Darius Buhai, Pravesh K. Kothari, David Steurer

We design new polynomial-time algorithms for recovering planted cliques in the semi-random graph model introduced by Feige and Kilian 2001. The previous best algorithms for this mo…

cs.DS2022

Polynomial-Time Power-Sum Decomposition of Polynomials

Mitali Bafna, Jun-Ting Hsieh, Pravesh K. Kothari +1

We give efficient algorithms for finding power-sum decomposition of an input polynomial with component s. The case of linear s is equivale…

cs.DS2022★ 6 cited

List-Decodable Covariance Estimation

Misha Ivkov, Pravesh K. Kothari

We give the first polynomial time algorithm for \emph{list-decodable covariance estimation}. For any , our algorithm takes input a sample of size $…

cs.DS2022

Approximating Max-Cut on Bounded Degree Graphs: Tighter Analysis of the FKL Algorithm

Jun-Ting Hsieh, Pravesh K. Kothari

In this note, we describe a -factor approximation algorithm for Max-Cut on weighted graphs of degree . Here, is the worst-cas…

cs.DS2022

Bypassing the XOR Trick: Stronger Certificates for Hypergraph Clique Number

Venkatesan Guruswami, Pravesh K. Kothari, Peter Manohar

Let be the distribution on -uniform hypergraphs where every subset of of size is included as an hyperedge with probability independently. In t…