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We consider the problem of geographically distributed data storage in a network of servers (or nodes) where the nodes are connected to each other via communication links having certain round-trip times (RTTs). Each node serves a specific…

信息论 · 计算机科学 2024-05-14 Srivathsa Acharya , P. Vijay Kumar , Viveck R. Cadambe

Modern tensor applications, especially foundation models and generative AI applications require multiple input modalities (both vision and language), which increases the demand for flexible accelerator architecture. Existing frameworks…

硬件体系结构 · 计算机科学 2025-09-16 Yujun Lin , Zhekai Zhang , Song Han

Peer-to-peer distributed storage systems provide reliable access to data through redundancy spread over nodes across the Internet. A key goal is to minimize the amount of bandwidth used to maintain that redundancy. Storing a file using an…

As a medium for cold data storage, DNA stands out as it promises significant gains in storage capacity and lifetime. However, it comes with its own data processing challenges to overcome. Constrained codes over the DNA alphabet…

信息论 · 计算机科学 2025-10-08 Canberk İrimağzı , Ahmed Hareedy

The modern datacenter's computing capabilities have far outstripped the applications running within and have become a hidden cost of doing business due to how software is architected and deployed. Resources are over-allocated to monolithic…

分布式、并行与集群计算 · 计算机科学 2022-08-31 Aos Mulahuwaish , Shane Korbel , Basheer Qolomany

Pre-trained image restoration models often fail on real-world, out-of-distribution degradations due to significant domain gaps. Adapting to these unseen domains is challenging, as out-of-distribution data lacks ground truth, and traditional…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Yuyang Hu , Mojtaba Sahraee-Ardakan , Arpit Bansal , Kangfu Mei , Christian Qi , Peyman Milanfar , Mauricio Delbracio

This paper proposes an algorithm to minimize weighted service latency for different classes of tenants (or service classes) in a data center network where erasure-coded files are stored on distributed disks/racks and access requests are…

分布式、并行与集群计算 · 计算机科学 2017-11-03 Yu Xiang , Vaneet Aggarwal , Yih-Farn R. Chen , Tian Lan

Erasure coding is a storage-efficient alternative to replication for achieving reliable data backup in distributed storage systems. During the storage process, traditional erasure codes require a unique source node to create and upload all…

分布式、并行与集群计算 · 计算机科学 2015-03-19 Lluis Pamies-Juarez , Anwitaman Datta , Frédérique Oggier

In cloud storage systems with a large number of servers, files are typically not stored in single servers. Instead, they are split, replicated (to ensure reliability in case of server malfunction) and stored in different servers. We analyze…

分布式、并行与集群计算 · 计算机科学 2018-07-09 Avishek Ghosh , Kannan Ramchandran

In this work, we consider a novel distributed data storage/caching scenario in a cellular setting where multiple nodes may fail/depart at the same time. In order to maintain the target reliability, we allow cooperative regeneration of lost…

信息论 · 计算机科学 2021-05-06 Suayb S. Arslan , Massoud Pourmandi , Elif Haytaoglu

Geo-replicated systems provide a number of desirable properties such as globally low latency, high availability, scalability, and built-in fault tolerance. Unfortunately, programming correct applications on top of such systems has proven to…

编程语言 · 计算机科学 2025-02-27 Kartik Nagar , Prasita Mukherjee , Suresh Jagannathan

In a modern distributed storage system, storage nodes are organized in racks, and the cross-rack communication dominates the system bandwidth. In We study the rack-aware storage system where all storage nodes are organized in racks and…

信息论 · 计算机科学 2022-07-18 Liyang Zhou , Zhifang Zhang

Erasure codes provide a storage efficient alternative to replication based redundancy in (networked) storage systems. They however entail high communication overhead for maintenance, when some of the encoded fragments are lost and need to…

分布式、并行与集群计算 · 计算机科学 2010-11-24 Frederique Oggier , Anwitaman Datta

Today's datacenter applications rely on datastores that are required to provide high availability, consistency, and performance. To achieve high availability, these datastores replicate data across several nodes. Such replication is managed…

分布式、并行与集群计算 · 计算机科学 2025-03-25 M. R. Siavash Katebzadeh , Antonios Katsarakis , Boris Grot

In the age of data revolution, a modern storage~or transmission system typically requires different levels of protection. For example, the coding technique used to fortify data in a modern storage system when the device is fresh cannot be…

信息论 · 计算机科学 2025-12-29 Doğukan Özbayrak , Ahmed Hareedy

We focus on erasure codes for distributed storage. The distributed storage setting imposes locality requirements because of easy repair demands on the decoder. We first establish the characterization of various locality properties in terms…

信息论 · 计算机科学 2016-08-30 Margreta Kuijper , Diego Napp

Erasure codes are an integral part of many distributed storage systems aimed at Big Data, since they provide high fault-tolerance for low overheads. However, traditional erasure codes are inefficient on reading stored data in degraded…

分布式、并行与集群计算 · 计算机科学 2013-06-27 Kyumars Sheykh Esmaili , Lluis Pamies-Juarez , Anwitaman Datta

Modern large-scale distributed storage systems use erasure codes to protect against node failures with low storage overhead. In practice, the failure rate and other factors of storage devices in the system may vary significantly over time,…

信息论 · 计算机科学 2023-08-15 Xiangliang Kong

We consider the locality of encoding and decoding operations in distributed storage systems (DSS), and propose a new class of codes, called locally encodable and decodable codes (LEDC), that provides a higher degree of operational locality…

信息论 · 计算机科学 2015-04-21 Son Hoang Dau , Han Mao Kiah , Wentu Song , Chau Yuen

We examine the problem of allocating a given total storage budget in a distributed storage system for maximum reliability. A source has a single data object that is to be coded and stored over a set of storage nodes; it is allowed to store…

信息论 · 计算机科学 2016-11-15 Derek Leong , Alexandros G. Dimakis , Tracey Ho