A faster algorithm for solving general LPs
Shunhua Jiang, Zhao Song, Omri Weinstein, Hengjie Zhang
摘要
The fastest known LP solver for general (dense) linear programs is due to [Cohen, Lee and Song’19] and runs in O*(nω +n2.5−α/2 + n2+1/6) time. A number of follow-up works [Lee, Song and Zhang’19, Brand’20, Song and Yu’20] obtain the same complexity through different techniques, but none of them can go below n2+1/6, even if ω=2. This leaves a polynomial gap between the cost of solving linear systems (nω) and the cost of solving linear programs, and as such, improving the n2+1/6 term is crucial toward establishing an equivalence between these two fundamental problems. In this paper, we reduce the running time to O*(nω +n2.5−α/2 + n2+1/18) where ω and α are the fast matrix multiplication exponent and its dual. Hence, under the common belief that ω ≈ 2 and α ≈ 1, our LP solver runs in O*(n2.055) time instead of O*(n2.16).
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
引用它的顶会 Paper36
- H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language ModelsZhenyu Zhang, Ying Sheng, Tianyi Zhou, Tianlong Chen 等NeurIPS 2023 · 被引用 1,003 次
- Deja Vu: Contextual Sparsity for Efficient LLMs at Inference TimeZichang Liu, Jue Wang, Tri Dao, Tianyi Zhou 等ICML 2023 · 被引用 318 次
- Faster Algorithms for Structured John Ellipsoid ComputationYang Cao, Xiaoyu Li, Zhao Song, Xin Yang 等NeurIPS 2025 · 被引用 33 次
- A Sublinear Adversarial Training AlgorithmYeqi Gao, Lianke Qin, Zhao Song, Yitan WangICLR 2024 · 被引用 27 次
- A Nearly-Optimal Bound for Fast Regression with ℓ∞ GuaranteeZhao Song, Mingquan Ye, Junze Yin, Lichen ZhangICML 2023 · 被引用 20 次
相关 Paper
- Packing LPs are Hard to Solve Accurately, Assuming Linear Equations are HardRasmus Kyng, Di Wang, Peng ZhangSODA 2020 · 被引用 5 次
- Fast Algorithms for Separable Linear ProgramsSally Dong, Gramoz Goranci, Lawrence Li, Sushant Sachdeva 等SODA 2024 · 被引用 3 次
- Faster min-plus product for monotone instancesShucheng Chi, Ran Duan, Tianle Xie, Tianyi ZhangSTOC 2022 · 被引用 12 次
- Solving Sparse Linear Systems Faster than Matrix MultiplicationRichard Peng, Santosh S. VempalaSODA 2021 · 被引用 34 次
- A Deterministic Linear Program Solver in Current Matrix Multiplication TimeJan van den BrandSODA 2020 · 被引用 107 次
