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RETRACTED: Constructive ℓ2-Discrepancy Minimization with Additive Deviations

2026Year

Abstract

The signed series problem in the ℓ2\ell_{2} norm asks, given a set of vectors v1,…,vn∈Rdv_{1},\ldots,v_{n}\in\mathbb{R}^{d} having at most unit ℓ2\ell_{2} norm, does there always exist a series (εi)i∈[n](\varepsilon_{i})_{i\in[n]} of ±1\pm1 signs such that for all i∈[n]i\in[n], max⁡i∈[n]∥∑j=1iεivi∥2=O(d)\max_{i\in[n]}\left\|\sum_{j=1}^{i}\varepsilon_{i}v_{i}\right\|_{2}=O\left(\sqrt{d}\right). A result of Banaszczyk [2012, Rand. Struct. Alg.] states that there exist signs εi∈{−1,1}\varepsilon_{i}\in\{-1,1\}, i∈[n]i\in[n] such that max⁡i∈[n]∥∑j=1iεivi∥2=O(d+log⁡n)\max_{i\in[n]}\left\|\sum_{j=1}^{i}\varepsilon_{i}v_{i}\right\|_{2} = O\left(\sqrt{d + \log n}\right). The best constructive bound known so far is O(dlog⁡n)O\left(\sqrt{d\log n}\right), by Bansal and Garg [2017, STOC, 2019, SIAM J. Comput.]. We give a polynomial-time randomized algorithm to find signs x(i)∈{−1,1}x(i)\in\{-1,1\}, i∈[n]i\in[n] such that max⁡i∈[n]∥∑j=1ix(i)vi∥2=O(d+log⁡n)=O(d+log⁡n)\max_{i\in[n]}\|\sum_{j=1}^{i}x(i)v_{i}\|_{2} = O\left(\sqrt{d + \log n}\right) = O\left(\sqrt{d} + \sqrt{\log n}\right). By the constructive reduction of Harvey and Samadi [COLT, 2014], this also yields a constructive bound of O(d+log⁡n)O\left(\sqrt{d} + \sqrt{\log n}\right) for the Steinitz problem in the ℓ2\ell_{2}-norm, where the conjectured bound is also O(d)O\left(\sqrt{d}\right). Thus, we algorithmically achieve Banaszczyk’s bounds for both problems, which also matches the conjectured bounds.

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