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Consider the "Number in Hand" multiparty communication complexity model, where k players holding inputs x_1,...,x_k in {0,1}^n communicate to compute the value f(x_1,...,x_k) of a function f known to all of them. The main lower bound…

计算复杂性 · 计算机科学 2017-10-10 Jan Draisma , Eyal Kushilevitz , Enav Weinreb

We study hypothesis testing under communication constraints, where each sample is quantized before being revealed to a statistician. Without communication constraints, it is well known that the sample complexity of simple binary hypothesis…

统计理论 · 数学 2023-12-19 Ankit Pensia , Varun Jog , Po-Ling Loh

We consider the problem of optimally compressing and caching data across a communication network. Given the data generated at edge nodes and a routing path, our goal is to determine the optimal data compression ratios and caching decisions…

网络与互联网体系结构 · 计算机科学 2018-01-25 Jian Li , Faheem Zafari , Don Towsley , Kin K. Leung , Ananthram Swami

Despite the apparent similarity between shared randomness and shared entanglement in the context of Communication Complexity, our understanding of the latter is not as good as of the former. In particular, there is no known "entanglement…

量子物理 · 物理学 2022-03-29 Dmytro Gavinsky

We investigate query-to-communication lifting theorems for models related to the quantum adversary bounds. Our results are as follows: 1. We show that the classical adversary bound lifts to a lower bound on randomized communication…

量子物理 · 物理学 2020-12-08 Anurag Anshu , Shalev Ben-David , Srijita Kundu

We show how to compress communication in selection protocols, where the goal is to agree on a sequence of random bits using only a broadcast channel. More specifically, we present a generic method for converting any selection protocol, into…

分布式、并行与集群计算 · 计算机科学 2018-05-14 Yael Tauman Kalai , Ilan Komargodski

Probabilistic inference problems arise naturally in distributed systems such as sensor networks and teams of mobile robots. Inference algorithms that use message passing are a natural fit for distributed systems, but they must be robust to…

人工智能 · 计算机科学 2012-07-19 Mark Paskin , Carlos E. Guestrin

Communication in poor network environment is always a difficult problem, since troubles such as bit errors and packet loss may often occur. It is generally believed that it is impossible to transmit data both accurately and efficiently in…

网络与互联网体系结构 · 计算机科学 2022-10-20 Ye Tianyi

The strong converse for a coding theorem shows that the optimal asymptotic rate possible with vanishing error cannot be improved by allowing a fixed error. Building on a method introduced by Gu and Effros for centralized coding problems, we…

信息论 · 计算机科学 2019-08-22 Himanshu Tyagi , Shun Watanabe

We study distribution testing with communication and memory constraints in the following computational models: (1) The {\em one-pass streaming model} where the goal is to minimize the sample complexity of the protocol subject to a memory…

机器学习 · 计算机科学 2019-06-12 Ilias Diakonikolas , Themis Gouleakis , Daniel M. Kane , Sankeerth Rao

Recent advances in distributed optimization and learning have shown that communication compression is one of the most effective means of reducing communication. While there have been many results on convergence rates under communication…

机器学习 · 计算机科学 2022-10-12 Xinmeng Huang , Yiming Chen , Wotao Yin , Kun Yuan

We investigate the randomized and quantum communication complexity of the Hamming Distance problem, which is to determine if the Hamming distance between two n-bit strings is no less than a threshold d. We prove a quantum lower bound of…

量子物理 · 物理学 2011-11-04 Wei Huang , Yaoyun Shi , Shengyu Zhang , Yufan Zhu

Cut-set bounds on achievable rates for network communication protocols are not in general tight. In this paper we introduce a new technique for proving converses for the problem of transmission of correlated sources in networks, that…

信息论 · 计算机科学 2011-05-31 Amin Aminzadeh Gohari , Shenghao Yang , Sidharth Jaggi

Quantum information theory studies the fundamental limits that physical laws impose on information processing tasks such as data compression and data transmission on noisy channels. This thesis presents general techniques that allow one to…

量子物理 · 物理学 2010-04-13 Frédéric Dupuis

In this paper we prove lower bounds on randomized multiparty communication complexity, both in the \emph{blackboard model} (where each message is written on a blackboard for all players to see) and (mainly) in the \emph{message-passing…

计算复杂性 · 计算机科学 2015-02-10 Jeff M. Phillips , Elad Verbin , Qin Zhang

This work studies distributed learning in the spirit of Yao's model of communication complexity: consider a two-party setting, where each of the players gets a list of labelled examples and they communicate in order to jointly perform some…

机器学习 · 计算机科学 2018-04-24 Daniel M. Kane , Roi Livni , Shay Moran , Amir Yehudayoff

A major open problem in communication complexity is whether or not quantum protocols can be exponentially more efficient than classical protocols on _total_ Boolean functions in the two-party interactive model. The answer appears to be…

量子物理 · 物理学 2008-04-14 Yaoyun Shi , Yufan Zhu

We address the problem of efficiently gathering correlated data from a wired or a wireless sensor network, with the aim of designing algorithms with provable optimality guarantees, and understanding how close we can get to the known…

网络与互联网体系结构 · 计算机科学 2009-08-03 Jian Li , Amol Deshpande , Samir Khuller

The multiterminal secret key agreement problem by public discussion is formulated with an additional source compression step where, prior to the public discussion phase, users independently compress their private sources to filter out…

信息论 · 计算机科学 2017-11-22 Chung Chan

Round complexity is an extensively studied metric of distributed algorithms. In contrast, our knowledge of the \emph{message complexity} of distributed computing problems and its relationship (if any) with round complexity is still quite…

分布式、并行与集群计算 · 计算机科学 2025-05-01 Fabien Dufoulon , Shreyas Pai , Gopal Pandurangan , Sriram Pemmaraju , Peter Robinson