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Random subsampling of edges is a commonly employed technique in graph algorithms, underlying a vast array of modern algorithmic breakthroughs. Unfortunately, using this technique often leads to randomized algorithms with no clear path to…

数据结构与算法 · 计算机科学 2026-03-27 Aaron Putterman , Salil Vadhan , Vadim Zaripov

Carl Bender and collaborators have developed a quantum theory governed by Hamiltonians that are PT-symmetric rather than Hermitian. To implement this theory, the inner product was redefined to guarantee positive norms of eigenstates of the…

高能物理 - 理论 · 物理学 2016-10-13 Lawrence R. Mead , David Garfinkle

In this manuscript we discuss the notion of (statistical) independence embedded in its historical context. We focus in particular on its appearance and role in number theory, concomitantly exploring the intimate connection of independence…

概率论 · 数学 2019-12-10 Gunther Leobacher , Joscha Prochno

We study a sequential binary prediction setting where the forecaster is evaluated in terms of the calibration distance, which is defined as the $L_1$ distance between the predicted values and the set of predictions that are perfectly…

机器学习 · 计算机科学 2024-05-28 Mingda Qiao , Letian Zheng

We study a new class of NP search problems, those which can be proved total using standard combinatorial reasoning based on approximate counting. Our model for this kind of reasoning is the bounded arithmetic theory $\mathrm{APC}_2$ of…

逻辑 · 数学 2021-11-29 Leszek Aleksander Kołodziejczyk , Neil Thapen

In this paper, we use the network solution of the $A_r$ $T$-system to derive that of the unrestricted $A_\infty$ $T$-system, equivalent to the octahedron relation. We then present a method for implementing various boundary conditions on…

组合数学 · 数学 2012-09-10 Philippe Di Francesco , Rinat Kedem

Instead of static entropy we assert that the Kolmogorov complexity of a static structure such as a solid is the proper measure of disorder (or chaoticity). A static structure in a surrounding perfectly-random universe acts as an interfering…

计算复杂性 · 计算机科学 2015-05-13 Joel Ratsaby

While useful probability bounds for $n$ pairwise independent Bernoulli random variables adding up to at least an integer $k$ have been proposed in the literature, none of these bounds are tight in general. In this paper, we provide several…

最优化与控制 · 数学 2022-11-24 Arjun Ramachandra , Karthik Natarajan

Previously referred to as `miraculous' in the scientific literature because of its powerful properties and its wide application as optimal solution to the problem of induction/inference, (approximations to) Algorithmic Probability (AP) and…

We prove that the form of conditional independence at play in database theory and independence logic is reducible to the first-order dividing calculus in the theory of atomless Boolean algebras. This establishes interesting connections…

逻辑 · 数学 2017-12-08 Tapani Hyttinen , Gianluca Paolini

In this work, we establish lower-bounds against memory bounded algorithms for distinguishing between natural pairs of related distributions from samples that arrive in a streaming setting. In our first result, we show that any algorithm…

计算复杂性 · 计算机科学 2020-02-19 Sumegha Garg , Pravesh K. Kothari , Ran Raz

We introduce algorithmic information theory, also known as the theory of Kolmogorov complexity. We explain the main concepts of this quantitative approach to defining `information'. We discuss the extent to which Kolmogorov's and Shannon's…

信息论 · 计算机科学 2008-09-17 Peter D. Grunwald , Paul M. B. Vitanyi

Non-linearity of a Boolean function indicates how far it is from any linear function. Despite there being several strong results about identifying a linear function and distinguishing one from a sufficiently non-linear function, we found a…

量子物理 · 物理学 2021-12-28 Debajyoti Bera , Tharrmashastha Sapv

Within psychology, neuroscience and artificial intelligence, there has been increasing interest in the proposal that the brain builds probabilistic models of sensory and linguistic input: that is, to infer a probabilistic model from a…

机器学习 · 计算机科学 2017-08-08 Paul M. B. Vitanyi , Nick Chater

Based on a law of the iterated logarithm for independent random variables sequences, an iterated logarithm theorem for NA sequences with non-identical distributions is obtained. The proof is based on a Kolmogrov-type exponential inequality.

概率论 · 数学 2007-07-16 Guang-hui Cai , Hang Wu

We make precise sense of the idea of "molecular chaos" through algorithmic randomness of microscopic trajectories, and ground macroscopic irreversibility in the lack of symmetry under time reversal of this property. This concept of…

数学物理 · 物理学 2025-12-24 Nino Dekkers , Klaas Landsman

The Lopsided Lov\'{a}sz Local Lemma (LLLL) is a powerful probabilistic principle which has been used in a variety of combinatorial constructions. While originally a general statement about probability spaces, it has recently been…

数据结构与算法 · 计算机科学 2023-10-13 David G. Harris

A fruitful way of obtaining meaningful, possibly concrete, algorithmically random numbers is to consider a potential behaviour of a Turing machine and its probability with respect to a measure (or semi-measure) on the input space of binary…

计算复杂性 · 计算机科学 2017-06-13 George Barmpalias , Douglas Cenzer , Christopher P. Porter

In this survey we discuss work of Levin and V'yugin on collections of sequences that are non-negligible in the sense that they can be computed by a probabilistic algorithm with positive probability. More precisely, Levin and V'yugin…

逻辑 · 数学 2021-05-19 Rupert Hölzl , Christopher P. Porter

Randomness is a central feature of quantum mechanics and an invaluable resource for both classical and quantum technologies. Commonly, in Device-Independent and Semi-Device-Independent scenarios, randomness is certified using projective…

量子物理 · 物理学 2022-11-08 Marco Avesani , Hamid Tebyanian , Paolo Villoresi , Giuseppe Vallone