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Image-text matching has been a long-standing problem, which seeks to connect vision and language through semantic understanding. Due to the capability to manage large-scale raw data, unsupervised hashing-based approaches have gained…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Fan Zhang , Xian-Sheng Hua , Chong Chen , Xiao Luo

Motivated by packet routing in computer networks, online queuing systems are composed of queues receiving packets at different rates. Repeatedly, they send packets to servers, each of them treating only at most one packet at a time. In the…

机器学习 · 统计学 2021-11-05 Flore Sentenac , Etienne Boursier , Vianney Perchet

Consider a scenario where a source continuously monitors an object and sends time-stamped status updates to a destination through a rate-limited link. In order to measure the "freshness" of the status information available at the…

信息论 · 计算机科学 2018-07-03 Boyu Wang , Songtao Feng , Jing Yang

One key requirement for storage clouds is to be able to retrieve data quickly. Recent system measurements have shown that the data retrieving delay in storage clouds is highly variable, which may result in a long latency tail. One crucial…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Yin Sun , Zizhan Zheng , C. Emre Koksal , Kyu-Han Kim , Ness B. Shroff

Cloud computing is a general term that involves delivering hosted services over the Internet. With the accelerated growth of the volume of data used by applications, many organizations have moved their data into cloud servers to provide…

分布式、并行与集群计算 · 计算机科学 2020-09-02 Robson A. Campêlo , Marco A. Casanova , Dorgival O. Guedes , Alberto H. F. Laender

Raft is a leading consensus algorithm for replicating writes in distributed databases. However, distributed databases also require consistent reads. To guarantee read consistency, a Raft-based system must either accept the high…

分布式、并行与集群计算 · 计算机科学 2025-12-22 A. Jesse Jiryu Davis , Murat Demirbas , Lingzhi Deng

Many emerging Web services, such as email, photo sharing, and web site archives, need to preserve large amounts of quickly-accessible data indefinitely into the future. In this paper, we make the case that these applications' demands on…

数字图书馆 · 计算机科学 2007-05-23 Mary Baker , Mehul Shah , David S. H. Rosenthal , Mema Roussopoulos , Petros Maniatis , TJ Giuli , Prashanth Bungale

Distributed Hash Tables offer a resilient lookup service for unstable distributed environments. Resilient data storage, however, requires additional data replication and maintenance algorithms. These algorithms can have an impact on both…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Matthew Leslie

Data deduplication saves storage space by identifying and removing repeats in the data stream. Compared with traditional compression methods, data deduplication schemes are more time efficient and are thus widely used in large scale storage…

信息论 · 计算机科学 2022-05-30 Hao Lou , Farzad Farnoud

We consider a real-time status update system consisting of a source-destination network. A stochastic process is observed at the source, and samples, so called status updates, are extracted at random time instances, and delivered to the…

信息论 · 计算机科学 2017-01-25 Antzela Kosta , Nikolaos Pappas , Anthony Ephremides , Vangelis Angelakis

Existing batch size selection approaches in distributed machine learning rely on static allocation or simplistic heuristics that fail to adapt to heterogeneous, dynamic computing environments. We present DYNAMIX, a reinforcement learning…

机器学习 · 计算机科学 2025-10-10 Yuanjun Dai , Keqiang He , An Wang

Asynchronous distributed stochastic gradient descent methods have trouble converging because of stale gradients. A gradient update sent to a parameter server by a client is stale if the parameters used to calculate that gradient have since…

机器学习 · 统计学 2016-01-18 Augustus Odena

Distributed systems are now both very large and highly dynamic. Peer to peer overlay networks have been proved efficient to cope with this new deal that traditional approaches can no longer accommodate. While the challenge of organizing…

分布式、并行与集群计算 · 计算机科学 2008-01-10 Vincent Gramoli , Anne-Marie Kermarrec , Achour Mostefaoui , Michel Raynal , Bruno Sericola

Cloud platforms host thousands of tenants that demand POSIX semantics, high throughput, and rapid evolution from their storage layer. Kernel-native distributed file systems supply raw speed, but their privileged code base couples every…

操作系统 · 计算机科学 2025-10-23 Haoyu Li , Jingkai Fu , Qing Li , Windsor Hsu , Asaf Cidon

Using multiple sensors to update the status process of interest is promising in improving the information freshness. The unordered arrival of status updates at the monitor end poses a significant challenge in analyzing the timeliness…

信息论 · 计算机科学 2024-12-12 Zhengchuan Chen , Yi Qu , Nikolaos Pappas , Chaowei Tang , Min Wang , Tony Q. S. Quek

Using tape or optical devices for scale-out storage is one option for storing a vast amount of data. However, it is impossible or almost impossible to rewrite data with such devices. Thus, scale-out storage using such devices cannot use…

分布式、并行与集群计算 · 计算机科学 2017-07-05 Ken-ichiro Ishikawa

Replication ensures data availability in fault-prone distributed systems. The celebrated CAP theorem stipulates that replicas cannot guarantee both strong consistency and availability under network partitions. A popular alternative, adopted…

分布式、并行与集群计算 · 计算机科学 2025-10-22 Petr Kuznetsov , Maxence Perion , Sara Tucci-Piergiovanni

Consistent hashing is a technique for distributing data across a network of nodes in a way that minimizes reorganization when nodes join or leave the network. It is extensively applied in modern distributed systems as a fundamental…

分布式、并行与集群计算 · 计算机科学 2025-03-18 Massimo Coluzzi , Amos Brocco , Alessandro Antonucci , Tiziano Leidi

In this paper, we consider the algorithmic task of content replication and request routing in a distributed caching system consisting of a central server and a large number of caches, each with limited storage and service capabilities. We…

网络与互联网体系结构 · 计算机科学 2016-03-31 Sharayu Moharir , Nikhil Karamchandani

Scaling up the backup storage for an ever-increasing volume of virtual machine (VM) images is a critical issue in virtualization environments. While deduplication is known to effectively eliminate duplicates for VM image storage, it also…

分布式、并行与集群计算 · 计算机科学 2013-06-28 Chun-Ho Ng , Patrick P. C. Lee