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We make progress on some questions related to polynomial approximations of ${\rm AC}^0$. It is known, by works of Tarui (Theoret. Comput. Sci. 1993) and Beigel, Reingold, and Spielman (Proc. $6$th CCC, 1991), that any ${\rm AC}^0$ circuit…

计算复杂性 · 计算机科学 2020-01-01 Prahladh Harsha , Srikanth Srinivasan

A polynomial identity testing algorithm must determine whether an input polynomial (given for instance by an arithmetic circuit) is identically equal to 0. In this paper, we show that a deterministic black-box identity testing algorithm for…

计算复杂性 · 计算机科学 2010-08-02 Pascal Koiran

We consider the setting of linear regression in high dimension. We focus on the problem of constructing adaptive and honest confidence sets for the sparse parameter \theta, i.e. we want to construct a confidence set for theta that contains…

机器学习 · 统计学 2015-01-20 Alexandra Carpentier

We develop machinery to design efficiently computable and consistent estimators, achieving estimation error approaching zero as the number of observations grows, when facing an oblivious adversary that may corrupt responses in all but an…

机器学习 · 计算机科学 2021-11-05 Tommaso d'Orsi , Chih-Hung Liu , Rajai Nasser , Gleb Novikov , David Steurer , Stefan Tiegel

The Bernoulli convolution with parameter $\lambda\in(0,1)$ is the probability measure $\mu_\lambda$ that is the law of the random variable $\sum_{n\ge0}\pm\lambda^n$, where the signs are independent unbiased coin tosses. We prove that each…

经典分析与常微分方程 · 数学 2022-08-25 Emmanuel Breuillard , Péter P. Varjú

This paper investigates the well-posedness of linear elliptic equations, focusing on the divergence-free transformation introduced in the author's recent work [J. Math. Anal. Appl. 548 (2025), 129425]. By comparing this approach with…

偏微分方程分析 · 数学 2026-01-28 Haesung Lee

We establish new exponential in dimension lower bounds for the Maximum Halfspace Discrepancy problem, which models linear classification. Both are fundamental problems in computational geometry and machine learning in their exact and…

计算几何 · 计算机科学 2026-03-20 Alexander Munteanu , Simon Omlor , Jeff M. Phillips

We show that duals of certain low-density parity-check (LDPC) codes, when used in a standard coset coding scheme, provide strong secrecy over the binary erasure wiretap channel (BEWC). This result hinges on a stopping set analysis of…

Probabilistic models analyze data by relying on a set of assumptions. Data that exhibit deviations from these assumptions can undermine inference and prediction quality. Robust models offer protection against mismatch between a model's…

机器学习 · 统计学 2018-06-20 Yixin Wang , Alp Kucukelbir , David M. Blei

We establish the prime geodesic theorem for the Picard orbifold $\mathrm{PSL}_{2}(\mathbb{Z}[i]) \backslash \mathbb{H}^{3}$, wherein the error term shrinks proportionally to improvements in the subconvex exponent for quadratic Dirichlet…

数论 · 数学 2025-01-14 Ikuya Kaneko

We study the computational power of polynomial threshold functions, that is, threshold functions of real polynomials over the boolean cube. We provide two new results bounding the computational power of this model. Our first result shows…

计算复杂性 · 计算机科学 2009-11-29 Ido Ben-Eliezer , Shachar Lovett , Ariel Yadin

Oblivious low-distortion subspace embeddings are a crucial building block for numerical linear algebra problems. We show for any real $p, 1 \leq p < \infty$, given a matrix $M \in \mathbb{R}^{n \times d}$ with $n \gg d$, with constant…

数据结构与算法 · 计算机科学 2014-03-19 David P. Woodruff , Qin Zhang

We develop a general assumption-lean framework for constructing uniformly valid confidence sets for functionals defined by moment equalities, referred to as $Z$-functionals. Our approach combines self-normalized statistics with a test…

统计理论 · 数学 2025-07-11 Woonyoung Chang , Arun Kumar Kuchibhotla

Probabilistic independence is a useful concept for describing the result of random sampling---a basic operation in all probabilistic languages---and for reasoning about groups of random variables. Nevertheless, existing verification methods…

编程语言 · 计算机科学 2020-07-21 Gilles Barthe , Justin Hsu , Kevin Liao

We study the properties of several likelihood-based statistics commonly used in testing for the presence of a known signal under a mixture model with known background, but unknown signal fraction. Under the null hypothesis of no signal, all…

数据分析、统计与概率 · 物理学 2018-12-26 Igor Volobouev , A. Alexandre Trindade

We give the first polynomial time and sample $(\epsilon, \delta)$-differentially private (DP) algorithm to estimate the mean, covariance and higher moments in the presence of a constant fraction of adversarial outliers. Our algorithm…

机器学习 · 统计学 2021-12-08 Pravesh K. Kothari , Pasin Manurangsi , Ameya Velingker

The expression for the Debye shielding in plasma physics is usually derived under the assumptions that the plasma particles are weakly coupled, so their kinetic energy is much larger than the potential energy between them, and that the…

等离子体物理 · 物理学 2016-12-30 M. A. Martínez-Fuentes , J. J. E. Herrera-Velázquez

Consider a testing problem for the null hypothesis $H_0:\theta\in\Theta_0$. The standard frequentist practice is to reject the null hypothesis when the p-value is smaller than a threshold value $\alpha$, usually 0.05. We ask the question…

统计理论 · 数学 2007-06-13 Anirban DasGupta , Tonglin Zhang

Let $f$ be sampled uniformly at random from the set of degree $n$ polynomials whose coefficients lie in $\{ \pm 1\}$. A folklore conjecture, known to hold under GRH, states that the probability that $f$ is irreducible tends to $1$ as $n$…

数论 · 数学 2024-01-09 Lior Bary-Soroker , David Hokken , Gady Kozma , Bjorn Poonen

In line with advances in recent years about realizing cryptographic functionalities in an information-theoretically secure way from physical phenomena and laws, we propose here to obtain useful tasks from the sole assumption of limited free…

量子物理 · 物理学 2022-10-25 Xavier Coiteux-Roy , Stefan Wolf