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Preprint Sep 2026

Vector Balancing in Polynomial Time

We present a spectral signing algorithm solving the Koml\'os problem with a constant discrepancy in polynomial time. Given a matrix $A\in\mathbb{R}^{m\times n}$ whose columns have Euclidean norm at most $1$, the algorithm finds a vector $\varepsilon\in\{-1,1\}^n$ satisfying $\|A\varepsilon\|_\infty\le C$, where $C$ is...

Sheng Guo, Ethan X. Fang, Jun-Wei Lu · 1 citation · ⚡1
Preprint Aug 2026

Weak-Type Bounds for Convolution on the Boolean Hypercube

Let $G$ be the Boolean hypercube which carries uniform measure $\lambda$, and let $T_\mu$ denote convolution by a finite positive measure $\mu$ on $G$. For $\psi_\mu(u)=\sup\{u\lambda(\{T_\mu f\geq u\}):f\geq 0,\|f\|_1=1\},$ we prove Talagrand's convolution conjecture (Talagrand, 1989): if $\mu_a=((1+a)\delta_1/2+(1-a)...

Jun-Wei Lu, Sheng Guo, Ethan X. Fang · 1 citation
Preprint Sep 2026

Vector Balancing via Directional Total Variation

Our main result is a $3\sqrt{2\pi}$ bound for the Koml\'os signing problem: every finite family of real vectors of Euclidean norm at most one admits a signed sum of $\ell_\infty$-norm less than this constant, independently of the dimension and the family size. For any $\kappa\ge0$, if a bounded open convex set supports...

Sheng Guo, Ethan X. Fang, Jun-Wei Lu · 7 citations · ⚡2
#machine learning Preprint Sep 2026

Optimal Value Inference for Reinforcement Learning

We study offline inference for the optimal value in reinforcement learning under finite state and action spaces. Two new nuisances are derived as fixed points of a self-induced Bellman equation, in which we approximate the maximum Bellman operator by its softmax correspondence. We propose a debiased estimator through t...

Nan Lu, Ethan Lee, James M. Robins et al. · 0 citations
Preprint Aug 2026

A Metric with Positive Sectional Curvature on $S^2\times S^3$

We prove that $S^2\times S^3$ admits a Riemannian metric with positive sectional curvature. We view it as a principal circle bundle over $S^2\times S^2$. A diagonal Cheeger deformation of the base and a connection whose curvature form vanishes on the remaining flat tori yield a nonnegatively curved connection metric wh...

Sheng Guo, Ethan X. Fang, Junwei Lu · 0 citations

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