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A fundamental problem in network analysis is clustering the nodes into groups which share a similar connectivity pattern. Existing algorithms for community detection assume the knowledge of the number of clusters or estimate it a priori…

统计方法学 · 统计学 2018-03-30 Junxian Geng , Anirban Bhattacharya , Debdeep Pati

Community detection in network analysis aims at partitioning nodes in a network into $K$ disjoint communities. Most currently available algorithms assume that $K$ is known, but choosing a correct $K$ is generally very difficult for real…

统计方法学 · 统计学 2017-07-03 Chong Chen , Ruibin Xi , Nan Lin

Training large language models (LLMs) at scale requires parallel execution across thousands of devices, incurring enormous computational costs. Yet, these costly distributed trainings are rarely verified, leaving them prone to silent errors…

分布式、并行与集群计算 · 计算机科学 2025-06-25 Yunchi Lu , Youshan Miao , Cheng Tan , Peng Huang , Yi Zhu , Xian Zhang , Fan Yang

Clustering is a widely used unsupervised learning method for finding structure in the data. However, the resulting clusters are typically presented without any guarantees on their robustness; slightly changing the used data sample or…

机器学习 · 统计学 2017-01-02 Andreas Henelius , Kai Puolamäki , Henrik Boström , Panagiotis Papapetrou

We present the implementation of an algorithm for graph isomorphism testing, based on ideas about number of walks (of sufficiently large length) between vertices. The algorithm is expanded for strongly regular graphs (SRG-s) by testing the…

组合数学 · 数学 2007-05-23 Michal Kaukic

Freeze LTL is a temporal logic with registers that is suitable for specifying properties of data words. In this paper we study the model checking problem for Freeze LTL on one-counter automata. This problem is known to be undecidable in…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Antonia Lechner , Richard Mayr , Joël Ouaknine , Amaury Pouly , James Worrell

For a graph $H$ and an integer $k\ge 1$, the \emph{Token Sliding reconfiguration graph} $\mathsf{TS}_k(H)$ and the \emph{Token Jumping reconfiguration graph} $\mathsf{TJ}_k(H)$ have as vertices the $k$-cliques of $H$, with two vertices…

组合数学 · 数学 2026-04-07 Duc A. Hoang

Given a deterministic finite automaton and its implementation with at most one single fault, that we can test on a set of inputs, we provide an algorithm to find a test set that guarantees finding whether the fault exists.

形式语言与自动机理论 · 计算机科学 2021-06-02 Artur Polański , Eryk Lipka

Chordal decomposition techniques are used to reduce large structured positive semidefinite matrix constraints in semidefinite programs (SDPs). The resulting equivalent problem contains multiple smaller constraints on the nonzero blocks (or…

最优化与控制 · 数学 2020-09-10 Michael Garstka , Mark Cannon , Paul Goulart

Security verification of communication protocols in industrial and safety-critical systems is challenging because implementations are often proprietary, accessible only as black boxes, and too complex for manual modeling. As a result,…

密码学与安全 · 计算机科学 2026-03-02 Stefan Marksteiner , Mikael Sjödin , Marjan Sirjani

We consider problems of finding a maximum size/weight $t$-matching without forbidden subgraphs in an undirected graph $G$ with the maximum degree bounded by $t+1$, where $t$ is an integer greater than $2$. Depending on the variant forbidden…

数据结构与算法 · 计算机科学 2024-05-02 Katarzyna Paluch , Mateusz Wasylkiewicz

The Border Gateway Protocol (BGP) is a distributed protocol that manages interdomain routing without requiring a centralized record of which autonomous systems (ASes) connect to which others. Many methods have been devised to infer the AS…

网络与互联网体系结构 · 计算机科学 2022-06-30 Kirtus G. Leyba , Joshua J. Daymude , Jean-Gabriel Young , M. E. J. Newman , Jennifer Rexford , Stephanie Forrest

Safra's distributed termination detection algorithm employs a logical token ring structure within a distributed network; only passive nodes forward the token, and a counter in the token keeps track of the number of sent minus the number of…

分布式、并行与集群计算 · 计算机科学 2026-02-03 Wan Fokkink , Georgios Karlos , Andy Tatman

We present a monitoring approach for verifying systems at runtime. Our approach targets systems whose components communicate with the monitors over unreliable channels, where messages can be delayed or lost. In contrast to prior works,…

计算机科学中的逻辑 · 计算机科学 2017-07-19 David Basin , Felix Klaedtke , Eugen Zălinescu

We characterize the complexity of the safety verification problem for parameterized systems consisting of a leader process and arbitrarily many anonymous and identical contributors. Processes communicate through a shared, bounded-value…

计算机科学中的逻辑 · 计算机科学 2015-05-26 Javier Esparza , Pierre Ganty , Rupak Majumdar

Post-quantum migration in Transport Layer Security (TLS) requires evidence-aware measurements that distinguish session negotiation, endpoint capability, certificate-chain evidence, and the provenance of missing observations. This…

密码学与安全 · 计算机科学 2026-05-06 José Luis Delgado

Transmission Control Protocol (TCP) carries most of the traffic on the Internet these days. There are several implementations of TCP, and the most important difference among them is their mechanism for controlling congestion. One of the…

网络与互联网体系结构 · 计算机科学 2014-11-17 Mohammed Ahmed

We propose a fast, parallel maximum clique algorithm for large sparse graphs that is designed to exploit characteristics of social and information networks. The method exhibits a roughly linear runtime scaling over real-world networks…

社会与信息网络 · 计算机科学 2013-12-30 Ryan A. Rossi , David F. Gleich , Assefaw H. Gebremedhin , Md. Mostofa Ali Patwary

In network tomography, one goal is to identify a small set of failed links in a network, by sending a few packets through the network and seeing which reach their destination. This problem can be seen as a variant of combinatorial group…

信息论 · 计算机科学 2018-09-12 Bruce Spang , Mary Wootters

We propose a model checking algorithm to test properties of systems that are expressed in the multi-agent temporal logic ATL+. The specificities of this algorithm are: it is on-the-fly, generating states only when they are needed, and it…

计算机科学中的逻辑 · 计算机科学 2021-07-13 Serenella Cerrito
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