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We consider the problem of decentralized optimization in networks with communication delays. To accommodate delays, we need decentralized optimization algorithms that work on directed graphs. Existing approaches require nodes to know their…

最优化与控制 · 数学 2024-12-31 Tomas Ortega , Hamid Jafarkhani

Graph learning is often a necessary step in processing or representing structured data, when the underlying graph is not given explicitly. Graph learning is generally performed centrally with a full knowledge of the graph signals, namely…

信号处理 · 电气工程与系统科学 2021-12-14 Isabela Cunha Maia Nobre , Mireille El Gheche , Pascal Frossard

We consider gossip networks consisting of a source that maintains the current version of a file, $n$ nodes that use asynchronous gossip mechanisms to disseminate fresh information in the network, and an oblivious adversary who infects the…

信息论 · 计算机科学 2023-01-02 Priyanka Kaswan , Sennur Ulukus

Consider a network of nodes where each node has a message to communicate to all other nodes. For this communication problem, we analyze a gossip based protocol where coded messages are exchanged. This problem was studied by Aoyama and Shah…

信息论 · 计算机科学 2011-12-16 Dinkar Vasudevan , Shrinivas Kudekar

We give a quasipolynomial time algorithm for the graph matching problem (also known as noisy or robust graph isomorphism) on correlated random graphs. Specifically, for every $\gamma>0$, we give a $n^{O(\log n)}$ time algorithm that given a…

数据结构与算法 · 计算机科学 2019-02-01 Boaz Barak , Chi-Ning Chou , Zhixian Lei , Tselil Schramm , Yueqi Sheng

In this paper, we study the problem of minimizing a sum of smooth and strongly convex functions split over the nodes of a network in a decentralized fashion. We propose the algorithm $ESDACD$, a decentralized accelerated algorithm that only…

最优化与控制 · 数学 2019-02-25 Hadrien Hendrikx , Francis Bach , Laurent Massoulié

We consider discrete-time distributed averaging algorithms over multi-agent networks with measurement noises and time-varying random graph flows. Each agent updates its state by relative states between neighbours with both additive and…

社会与信息网络 · 计算机科学 2017-02-14 Tao Li , Jiexiang Wang

We consider a fully-connected wireless gossip network which consists of a source and $n$ receiver nodes. The source updates itself with a Poisson process and also sends updates to the nodes as Poisson arrivals. Upon receiving the updates,…

信息论 · 计算机科学 2023-04-07 Purbesh Mitra , Sennur Ulukus

We consider a gossip network consisting of a source generating updates and $n$ nodes connected according to a given graph structure. The source keeps updates of a process, that might be generated or observed, and shares them with the…

信息论 · 计算机科学 2024-05-30 Arunabh Srivastava , Sennur Ulukus

In this paper, we propose a new gossip-based signaling dissemination method for the Next Steps in Signaling protocol family. In more detail, we propose to extend the General Internet Signaling Transport (GIST) protocol, so as to leverage…

网络与互联网体系结构 · 计算机科学 2015-03-18 M. Femminella , R. Francescangeli , G. Reali , H. Schulzrinne

Distributed averaging, or distributed average consensus, is a common method for computing the sample mean of the data dispersed among the nodes of a network in a decentralized manner. By iteratively exchanging messages with neighbors, the…

信息论 · 计算机科学 2017-10-26 Ryan Pilgrim , Junan Zhu , Dror Baron , Waheed U. Bajwa

In this paper, we study PUSH-PULL style rumor spreading algorithms in the mobile telephone model, a variant of the classical telephone model in which each node can participate in at most one connection per round; i.e., you can no longer…

数据结构与算法 · 计算机科学 2016-07-20 Mohsen Ghaffari , Calvin Newport

We propose and analyze a quasirandom analogue of the classical push model for disseminating information in networks ("randomized rumor spreading"). In the classical model, in each round each informed vertex chooses a neighbor at random and…

数据结构与算法 · 计算机科学 2015-03-17 Benjamin Doerr , Tobias Friedrich , Thomas Sauerwald

A family of gossiping algorithms depending on a parameter permutation is introduced, formalized, and discussed. Several of its members are analyzed and their asymptotic behaviour is revealed, including a member whose model and performance…

分布式、并行与集群计算 · 计算机科学 2015-04-14 Vincenzo De Florio , Chris Blondia

GossipSub is a popular new peer-to-peer network protocol designed to disseminate messages quickly and efficiently by allowing peers to forward the full content of messages only to a dynamically selected subset of their neighboring peers…

计算机科学中的逻辑 · 计算机科学 2023-11-16 Ankit Kumar , Max von Hippel , Panagiotis Manolios , Cristina Nita-Rotaru

We present \textsc{P2PTFHH} (Peer--to--Peer Time--Faded Heavy Hitters) which, to the best of our knowledge, is the first distributed algorithm for mining time--faded heavy hitters on unstructured P2P networks. \textsc{P2PTFHH} is based on…

分布式、并行与集群计算 · 计算机科学 2018-12-05 Marco Pulimeno , Italo Epicoco , Massimo Cafaro

The quality of signal propagation in message-passing graph neural networks (GNNs) strongly influences their expressivity as has been observed in recent works. In particular, for prediction tasks relying on long-range interactions, recursive…

机器学习 · 计算机科学 2022-08-09 Pradeep Kr. Banerjee , Kedar Karhadkar , Yu Guang Wang , Uri Alon , Guido Montúfar

We study push-pull rumour spreading in ultra-small-world models for social networks where the degrees follow a power-law distribution. In a non-geometric setting, Fountoulakis, Panagiotou and Sauerwald have shown that rumours always spread…

We study distributed algorithms for some fundamental problems in data summarization. Given a communication graph $G$ of $n$ nodes each of which may hold a value initially, we focus on computing $\sum_{i=1}^N g(f_i)$, where $f_i$ is the…

数据结构与算法 · 计算机科学 2019-08-07 Hsin-Hao Su , Hoa T. Vu

We consider unknown ad-hoc radio networks, when the underlying network is bidirectional and nodes can have polynomially large labels. For this model, we present a deterministic protocol for gossiping which takes $O(n \lg^2 n \lg \lg n)$…

分布式、并行与集群计算 · 计算机科学 2011-05-04 Shailesh Vaya
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