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20102023
most citedA nearly-mlogn time solver for SDD linear systems

93 citations · 537 across the 73 of their papers we have counts for

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cs.DS2023

Simpler Analyses of Union-Find

Zhiyi Huang, Chris Lambert, Zipei Nie +1

We analyze union-find using potential functions motivated by continuous algorithms, and give alternate proofs of the , , , and $O(α(n))…

cs.DS2023

The Bit Complexity of Efficient Continuous Optimization

Mehrdad Ghadiri, Richard Peng, Santosh S. Vempala

We analyze the bit complexity of efficient algorithms for fundamental optimization problems, such as linear regression, -norm regression, and linear programming (LP). State-of-t…

cs.DS2022

Fast Algorithms for -Regression

Deeksha Adil, Rasmus Kyng, Richard Peng +1

The -norm regression problem is a classic problem in optimization with wide ranging applications in machine learning and theoretical computer science. The goal is to comput…

cs.DS2022

Exponential Convergence of Sinkhorn Under Regularization Scheduling

Jingbang Chen, Li Chen, Yang P. Liu +2

In 2013, Cuturi [Cut13] introduced the Sinkhorn algorithm for matrix scaling as a method to compute solutions to regularized optimal transport problems. In this paper, aiming at a…

cs.DS2022

Nested Dissection Meets IPMs: Planar Min-Cost Flow in Nearly-Linear Time

Sally Dong, Yu Gao, Gramoz Goranci +4

We present a nearly-linear time algorithm for finding a minimum-cost flow in planar graphs with polynomially bounded integer costs and capacities. The previous fastest algorithm fo…

cs.DS2022★ 12 cited

Maximum Flow and Minimum-Cost Flow in Almost-Linear Time

Li Chen, Rasmus Kyng, Yang P. Liu +3

We give an algorithm that computes exact maximum flows and minimum-cost flows on directed graphs with edges and polynomially bounded integral demands, costs, and capacities in…