Dynamic Maxflow via Dynamic Interior Point Methods
Jan van den Brand, Yang P. Liu, Aaron Sidford
Abstract
In this paper we provide an algorithm for maintaining a (1 -ε)-approximate maximum flow in a dynamic, capacitated graph undergoing edge additions. Over a sequence of m-additions to an n-node graph where every edge has capacity O(poly(m)) our algorithm runs in time O(m √ n• ε -1 ). 1 To obtain this result we design dynamic data structures for the more general problem of detecting when the value of the minimum cost circulation in a dynamic graph undergoing edge additions obtains value at most F (exactly) for a given threshold F . Over a sequence madditions to an n-node graph where every edge has capacity O(poly(m)) and cost O(poly(m)) we solve this thresholded minimum cost flow problem in O(m √ n). Both of our algorithms succeed with high probability against an adaptive adversary. We obtain these results by dynamizing the recent interior point method used to obtain an almost linear time algorithm for minimum cost flow [CKL + 22], and introducing a new dynamic data structure for maintaining minimum ratio cycles in an undirected graph that succeeds with high probability against adaptive adversaries.
1 Throughout this paper, O(•) hides poly log(m) factors, and O(•) hides subpolynomial m o(1) factors.
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Install the CLIlune papers fulltext 503400fc-a8f6-4396-a369-4ab8220f054eCited by top-tier papers9
- Almost-Linear Time Algorithms for Incremental Graphs: Cycle Detection, SCCs, s-t Shortest Path, and Minimum-Cost FlowLi Chen, Rasmus Kyng, Yang P. Liu, Simon Meierhans et al.STOC 2024 · 11 citations
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- Approximating Edit Distance in the Fully Dynamic ModelTomasz Kociumaka, Anish Mukherjee, Barna SahaFOCS 2023 · 1 citation
- Almost-Linear Time Algorithms for Decremental Graphs: Min-Cost Flow and More via DualityJan van den Brand, Li Chen, Rasmus Kyng, Yang P. Liu et al.FOCS 2024 · 1 citation
Builds on20
- Maximum Flow and Minimum-Cost Flow in Almost-Linear TimeLi Chen, Rasmus Kyng, Yang P. Liu, Richard Peng et al.FOCS 2022 · 135 citations
- Bipartite Matching in Nearly-linear Time on Moderately Dense GraphsJan van den Brand, Yin Tat Lee, Danupon Nanongkai, Richard Peng et al.FOCS 2020 · 72 citations
- Minimum cost flows, MDPs, and ℓ1-regression in nearly linear time for dense instancesJan van den Brand, Yin Tat Lee, Yang P. Liu, Thatchaphol Saranurak et al.STOC 2021 · 61 citations
- Circulation Control for Faster Minimum Cost Flow in Unit-Capacity GraphsKyriakos Axiotis, Aleksander Madry, Adrian VladuFOCS 2020 · 43 citations
- The Expander Hierarchy and its Applications to Dynamic Graph AlgorithmsGramoz Goranci, Harald Räcke, Thatchaphol Saranurak, Zihan TanSODA 2021 · 41 citations
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