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Automated cyber threat detection in computer networks is a major challenge in cybersecurity. The cyber domain has inherent challenges that make traditional machine learning techniques problematic, specifically the need to learn continually…

密码学与安全 · 计算机科学 2021-04-29 Frank W. Bentrem , Michael A. Corsello , Joshua J. Palm

Coded caching utilizes proper file subpacketization and coded delivery to make full use of the multicast opportunities in content delivery, to alleviate file transfer load in massive content delivery scenarios. Most existing work considers…

信息论 · 计算机科学 2021-10-01 Jialing Liao , Olav Tirkkonen

Systems for processing big data---e.g., Hadoop, Spark, and massively parallel databases---need to run workloads on behalf of multiple tenants simultaneously. The abundant disk-based storage in these systems is usually complemented by a…

分布式、并行与集群计算 · 计算机科学 2019-02-12 Mayuresh Kunjir , Brandon Fain , Kamesh Munagala , Shivnath Babu

Coded distributed computing (CDC) introduced by Li et al. in 2015 offers an efficient approach to trade computing power to reduce the communication load in general distributed computing frameworks such as MapReduce. For the more general…

信息论 · 计算机科学 2019-01-24 Nicholas Woolsey , Rong-Rong Chen , Mingyue Ji

Emerging high performance non-volatile memories recall the importance of efficient file system design. To avoid the virtual file system (VFS) and syscall overhead as in these kernel-based file systems, recent works deploy file systems…

操作系统 · 计算机科学 2019-08-29 Youmin Chen , Youyou Lu , Bohong Zhu , Jiwu Shu

CapsuleFS (CFS) is the first filesystem to integrate multi-credential functionality within a POSIX-compliant framework, utilizing DataCapsule as the storage provider. This innovative system is established based on the Global Data Plane in…

分布式、并行与集群计算 · 计算机科学 2025-12-10 Qingyang Hu , Yucheng Huang , Manshi Yang

We consider the recently proposed Coded Distributed Computing (CDC) framework that leverages carefully designed redundant computations to enable coding opportunities that substantially reduce the communication load of distributed computing.…

分布式、并行与集群计算 · 计算机科学 2017-09-04 Mehrdad Kiamari , Chenwei Wang , A. Salman Avestimehr

Distributed storage architectures are foundational to modern cloud-native infrastructure, yet a critical operational bottleneck persists within disaster recovery (DR) workflows: the dependence on content-based cryptographic hashing for data…

密码学与安全 · 计算机科学 2026-02-27 Prasanna Kumar , Nishank Soni , Gaurang Munje

The recurrent neural network has been greatly developed for effectively solving time-varying problems corresponding to complex environments. However, limited by the way of centralized processing, the model performance is greatly affected by…

人工智能 · 计算机科学 2023-06-29 Zhihao Hao , Guancheng Wang , Chunwei Tian , Bob Zhang

This extended abstract explores the integration of federated learning with deep transfer hashing for distributed prediction tasks, emphasizing resource-efficient client training from evolving data streams. Federated learning allows multiple…

机器学习 · 计算机科学 2024-09-20 Manuel Röder , Frank-Michael Schleif

Over the last two decades, the danger of sharing resources between programs has been repeatedly highlighted. Multiple side-channel attacks, which seek to exploit shared components for leaking information, have been devised, mostly targeting…

密码学与安全 · 计算机科学 2022-01-28 Daniel Genkin , William Kosasih , Fangfei Liu , Anna Trikalinou , Thomas Unterluggauer , Yuval Yarom

The ability to enforce robust and dynamic access controls on cloud-hosted data while simultaneously ensuring confidentiality with respect to the cloud itself is a clear goal for many users and organizations. To this end, there has been much…

密码学与安全 · 计算机科学 2016-04-28 William C. Garrison , Adam Shull , Steven Myers , Adam J. Lee

Coded Distributed Computing (CDC) introduced by Li et al. in 2015 offers an efficient approach to trade computing power to reduce the communication load in general distributed computing frameworks such as MapReduce and Spark. In particular,…

信息论 · 计算机科学 2020-07-23 Nicholas Woolsey , Rong-Rong Chen , Mingyue Ji

We consider caching in cellular networks in which each base station is equipped with a cache that can store a limited number of files. The popularity of the files is known and the goal is to place files in the caches such that the…

网络与互联网体系结构 · 计算机科学 2017-11-27 Konstantin Avrachenkov , Jasper Goseling , Berksan Serbetci

In this paper, we consider a multi-access coded caching system with decentralized prefetching, where a server hosts $N$ files, each of size $F$ bits, and is connected to $K$ users through a shared link. There are $c$ caches distributed…

信息论 · 计算机科学 2024-06-25 Monolina Dutta , Anoop Thomas , B. Sundar Rajan

The heterogeneous edge-cloud computing paradigm can provide a more optimal direction to deploy scientific workflows than traditional distributed computing or cloud computing environments. Due to the different sizes of scientific datasets…

分布式、并行与集群计算 · 计算机科学 2021-04-14 Xin Du , Songtao Tang , Zhihui Lu , Keke Gai , Jie Wu , Patrick C. K. Hung

Hadoop is an open source implementation of the MapReduce Framework in the realm of distributed processing. A Hadoop cluster is a unique type of computational cluster designed for storing and analyzing large data sets across cluster of…

分布式、并行与集群计算 · 计算机科学 2014-11-10 Muralikrishnan Ramane , Sharmila Krishnamoorthy , Sasikala Gowtham

Distributed storage systems with replication are well known for storing large amount of data. A large number of replication is done in order to provide reliability. This makes the system expensive. Various methods have been proposed over…

分布式、并行与集群计算 · 计算机科学 2013-10-01 Mit Sheth , Krishna Gopal Benerjee , Manish K. Gupta

With the increase of huge amounts of data in volume, velocity, and variety, the need for capacity of Redundant Arrays of Inexpensive Disks (RAID) storage systems is dramatically growing. However, the probability of disk failures in RAID…

分布式、并行与集群计算 · 计算机科学 2017-09-15 De-zhai Yuan , Xing-yi Peng , Ting Liu , Zhe Cui

The rise of the Internet of Things and Cyber-Physical Systems has introduced new challenges on ensuring secure and robust communication. The growing number of connected devices increases network complexity, leading to higher latency and…

密码学与安全 · 计算机科学 2025-09-03 Marco Stadler , Michael Vierhauser , Michael Riegler , Daniel Waghubinger , Johannes Sametinger