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The takeoff point for this paper is the voluminous body of literature addressing recursive betting games with expected logarithmic growth of wealth being the performance criterion. Whereas almost all existing papers involve use of linear…

最优化与控制 · 数学 2024-01-17 Anton V. Proskurnikov , B. Ross Barmish

In this paper, we interpret Deep Neural Networks with Complex Network Theory. Complex Network Theory (CNT) represents Deep Neural Networks (DNNs) as directed weighted graphs to study them as dynamical systems. We efficiently adapt CNT…

机器学习 · 计算机科学 2021-10-19 Emanuele La Malfa , Gabriele La Malfa , Giuseppe Nicosia , Vito Latora

Classical circuit complexity characterizes parallel computation in purely combinatorial terms, ignoring the physical constraints that govern real hardware. The standard classes $\mathbf{NC}$, $\mathbf{AC}$, and $\mathbf{TC}$ treat unlimited…

计算复杂性 · 计算机科学 2025-11-11 Benjamin Prada , Ankur Mali

This study considers online learning with general directed feedback graphs. For this problem, we present best-of-both-worlds algorithms that achieve nearly tight regret bounds for adversarial environments as well as poly-logarithmic regret…

机器学习 · 计算机科学 2022-12-29 Shinji Ito , Taira Tsuchiya , Junya Honda

Motivated by an approach to visualization of high dimensional statistical data given in Hurley and Oldford (2011), this work examines the clique structure of $J_n(m, m-1)$ Johnson graphs. Cliques and maximal cliques are characterized and…

组合数学 · 数学 2022-08-29 Pavel Shuldiner , R. Wayne Oldford

An $\textit{identifying code}$ of a closed-twin-free graph $G$ is a set $S$ of vertices of $G$ such that any two vertices in $G$ have a distinct intersection between their closed neighborhood and $S$. It was conjectured that there exists a…

组合数学 · 数学 2024-07-24 Dipayan Chakraborty , Florent Foucaud , Michael A. Henning , Tuomo Lehtilä

For a tournament $H$ with $h$ vertices, its typical density is $h!2^{-\binom{h}{2}}/aut(H)$, i.e. this is the expected density of $H$ in a random tournament. A family ${\mathcal F}$ of $h$-vertex tournaments is {\em dominant} if for all…

组合数学 · 数学 2020-06-22 Raphael Yuster

We consider the class of (C4, diamond)-free graphs; graphs in this class do not contain a C4 or a diamond as an induced subgraph. We provide an efficient recognition algorithm for this class. We count the number of maximal cliques in a (C4,…

离散数学 · 计算机科学 2009-09-28 Elaine M. Eschen , Chinh T. Hoang , Jeremy P. Spinrad , R. Sritharan

This article focuses on properties and structures of trees with maximum mean subtree order in a given family; such trees are called optimal in the family. Our main goal is to describe the structure of optimal trees in $\mathcal{T}_n$ and…

组合数学 · 数学 2018-11-16 Lucas Mol , Ortrud R. Oellermann

We investigate the new, Turing-complete class of layered systems, whose lefthand sides of rules can only be overlapped at a multiset of disjoint or equal positions. Layered systems define a natural notion of rank for terms: the maximal…

计算机科学中的逻辑 · 计算机科学 2015-09-16 Jean-Pierre Jouannaud , Jiaxiang Liu , Mizuhito Ogawa

A celebrated unresolved conjecture of Erd\"{o}s and Hajnal states that for every undirected graph $H$ there exists $ \epsilon(H) > 0 $ such that every undirected graph on $ n $ vertices that does not contain $H$ as an induced subgraph…

组合数学 · 数学 2022-08-10 Salman Ghazal , Soukaina Zayat

A celebrated result in the interface of online learning and game theory guarantees that the repeated interaction of no-regret players leads to a coarse correlated equilibrium (CCE) -- a natural game-theoretic solution concept. Despite the…

计算机科学与博弈论 · 计算机科学 2024-11-05 Ioannis Anagnostides , Alkis Kalavasis , Tuomas Sandholm

Extremal problems related to the enumeration of graph substructures, such as independent sets, matchings, and induced matchings, have become a prominent area of research with the advancement of graph theory. A subset of vertices is called a…

组合数学 · 数学 2024-12-24 Bo-Jun Yuan , Ni Yang , Hong-Yan Ge , Shi-Cai Gong

Consider a situation with $n$ agents or players where some of the players form a coalition with a certain collective objective. Simple games are used to model systems that can decide whether coalitions are successful (winning) or not…

计算机科学与博弈论 · 计算机科学 2016-09-19 Martin Olsen

We review an approach which aims at studying discrete (pseudo-)manifolds in dimension $d\geq 2$ and called random tensor models. More specifically, we insist on generalizing the two-dimensional notion of $p$-angulations to higher…

数学物理 · 物理学 2016-07-26 Valentin Bonzom

Let P_{n,d,D} denote the graph taken uniformly at random from the set of all labelled planar graphs on {1,2,...,n} with minimum degree at least d(n) and maximum degree at most D(n). We use counting arguments to investigate the probability…

组合数学 · 数学 2011-01-28 Chris Dowden

Distributed network optimization algorithms, such as minimum spanning tree, minimum cut, and shortest path, are an active research area in distributed computing. This paper presents a fast distributed algorithm for such problems in the…

数据结构与算法 · 计算机科学 2018-05-29 Bernhard Haeupler , Jason Li , Goran Zuzic

Algorithmic machine teaching has been studied under the linear setting where exact teaching is possible. However, little is known for teaching nonlinear learners. Here, we establish the sample complexity of teaching, aka teaching dimension,…

机器学习 · 计算机科学 2021-02-26 Akash Kumar , Hanqi Zhang , Adish Singla , Yuxin Chen

Graph neural networks (GNNs) have become increasingly popular for classification tasks on graph-structured data. Yet, the interplay between graph topology and feature evolution in GNNs is not well understood. In this paper, we focus on…

机器学习 · 计算机科学 2023-10-27 Vignesh Kothapalli , Tom Tirer , Joan Bruna

The causal graph of a planning instance is an important tool for planning both in practice and in theory. The theoretical studies of causal graphs have largely analysed the computational complexity of planning for instances where the causal…

人工智能 · 计算机科学 2014-02-05 Christer Bäckström , Peter Jonsson