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This paper introduces a novel continuous-time dynamic average consensus algorithm for networks whose interaction is described by a strongly connected and weight-balanced directed graph. The proposed distributed algorithm allows agents to…

最优化与控制 · 数学 2014-01-28 Solmaz S. Kia , Jorge Cortes , Sonia Martinez

We study goodness-of-fit and independence testing of discrete distributions in a setting where samples are distributed across multiple users. The users wish to preserve the privacy of their data while enabling a central server to perform…

数据结构与算法 · 计算机科学 2021-01-21 Jayadev Acharya , Clément L. Canonne , Cody Freitag , Ziteng Sun , Himanshu Tyagi

We consider the problem of cache-aided interference management in a network consisting of $K_{\mathrm{T}}$ single-antenna transmitters and $K_{\mathrm{R}}$ single-antenna receivers, where each node is equipped with a cache memory.…

信息论 · 计算机科学 2019-06-24 Enrico Piovano , Hamdi Joudeh , Bruno Clerckx

Popularly used to distribute a variety of multimedia content items in today Internet, HTTP-based web content delivery still suffers from various content delivery failures. Hindered by the expensive deployment cost, the conventional CDN can…

多媒体 · 计算机科学 2016-07-06 Wen Hu , Zhi Wang , Lifeng Sun

Federated learning is a promising framework for learning over decentralized data spanning multiple regions. This approach avoids expensive central training data aggregation cost and can improve privacy because distributed sites do not have…

机器学习 · 计算机科学 2021-01-01 Beomyeol Jeon , S. M. Ferdous , Muntasir Raihan Rahman , Anwar Walid

Differential Privacy (DP) is a well-established framework to quantify privacy loss incurred by any algorithm. Traditional DP formulations impose a uniform privacy requirement for all users, which is often inconsistent with real-world…

密码学与安全 · 计算机科学 2023-05-18 Syomantak Chaudhuri , Thomas A. Courtade

We propose a distributed algorithm, named Distributed Alternating Direction Method of Multipliers (D-ADMM), for solving separable optimization problems in networks of interconnected nodes or agents. In a separable optimization problem there…

最优化与控制 · 数学 2013-04-26 João F. C. Mota , João M. F. Xavier , Pedro M. Q. Aguiar , Markus Püschel

Device-independent quantum secret sharing (DI-QSS) provides high security by eliminating the need to trust devices, yet its practical performance is limited by channel loss and noise. This work extends advantage distillation from two-party…

Traditionally, networks such as datacenter interconnects are designed to optimize worst-case performance under arbitrary traffic patterns. Such network designs can however be far from optimal when considering the actual workloads and…

分布式、并行与集群计算 · 计算机科学 2017-05-18 Chen Avin , Kaushik Mondal , Stefan Schmid

Anonymity is a fundamental cryptographic primitive that hides the identities of both senders and receivers during message transmission over a network. Classical protocols cannot provide information-theoretic security for such task, and…

量子物理 · 物理学 2025-12-25 Srijani Das , Manasi Patra , Tuhin Paul , Anish Majumdar , Ramij Rahaman

Despite being under development for over 15 years, transaction throughput remains one of the key challenges confronting blockchains, which typically has a cap of a limited number of transactions per second. A fundamental factor limiting…

分布式、并行与集群计算 · 计算机科学 2026-01-16 Evangelos Kolyvas , Alexandros Antonov , Spyros Voulgaris

Clustering problems (such as $k$-means and $k$-median) are fundamental unsupervised machine learning primitives, and streaming clustering algorithms have been extensively studied in the past. However, since data privacy becomes a central…

数据结构与算法 · 计算机科学 2025-10-03 Alessandro Epasto , Tamalika Mukherjee , Peilin Zhong

Differential privacy (DP) is widely employed to provide privacy protection for individuals by limiting information leakage from the aggregated data. Two well-known models of DP are the central model and the local model. The former requires…

密码学与安全 · 计算机科学 2024-11-05 Yucheng Fu , Tianhao Wang

Distributed Ledger Technology (DLT) has an enormous potential but also downsides. One downside of many DLT systems, such as blockchain, is their limited transaction throughput that hinders their adoption in many use cases (e.g., real-time…

密码学与安全 · 计算机科学 2024-10-28 J. Kalbantner , K. Markantonakis , D. Hurley-Smith , C. Shepherd , B. Semal

Over the past decade, blockchain technology has attracted a huge attention from both industry and academia because it can be integrated with a large number of everyday applications of modern information and communication technologies (ICT).…

密码学与安全 · 计算机科学 2022-07-08 Muneeb Ul Hassan , Mubashir Husain Rehmani , Jinjun Chen

To ensure that the data aggregation, data storage, and data processing are all performed in a decentralized but trusted manner, we propose to use the blockchain with the mining pool to support IoT services based on cognitive radio networks.…

网络与互联网体系结构 · 计算机科学 2018-10-25 Nguyen Cong Luong , Tran The Anh , Huynh Thi Thanh Binh , Dusit Niyato , Dong In Kim , Ying-Chang Liang

With the introduction of large-scale network data, including population-scale social networks, techniques for privacy-aware sharing of network data become increasingly important. While existing $k$-anonymity approaches can model different…

社会与信息网络 · 计算机科学 2026-05-13 Rachel G. de Jong , Mark P. J. van der Loo , Frank W. Takes

Content-Centric Networking (CCN) is an internetworking paradigm that offers an alternative to today's IP-based Internet Architecture. Instead of focusing on hosts and their locations, CCN emphasizes addressable named content. By decoupling…

密码学与安全 · 计算机科学 2018-04-12 Ivan O. Nunes , Gene Tsudik

Edge computing draws a lot of recent research interests because of the performance improvement by offloading many workloads from the remote data center to nearby edge nodes. Nonetheless, one open challenge of this emerging paradigm lies in…

分布式、并行与集群计算 · 计算机科学 2020-05-19 Abdullah Al-Mamun , Dongfang Zhao

Blockchain has received a widespread attention because of its decentralized, tamper-proof, and transparent nature. Blockchain works over the principle of distributed, secured, and shared ledger, which is used to record, and track data…

密码学与安全 · 计算机科学 2020-04-21 Muneeb Ul Hassan , Mubashir Husain Rehmani , Jinjun Chen